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  • 1
    Online Resource
    Online Resource
    Berlin, Heidelberg :Springer Berlin / Heidelberg,
    Keywords: Analytical biochemistry. ; Electronic books.
    Type of Medium: Online Resource
    Pages: 1 online resource (358 pages)
    Edition: 1st ed.
    ISBN: 9783662471388
    Series Statement: Monographs in Electrochemistry Series
    Language: English
    Note: Intro -- Preface -- Authors of Chapters -- Contents -- Chapter 1: Introduction -- 1.1 Introduction -- References -- Chapter 2: Polarography in Studies of Pharmaceuticals -- 2.1 Principles of Polarography -- 2.1.1 Comparison with Voltammetric Methods -- 2.2 Variants of Polarography -- 2.3 Record Keeping -- 2.4 Supporting Electrolytes -- 2.5 The Half-Wave Potentials and Limiting Currents -- 2.6 Identification of the Type of the Limiting Current -- 2.7 Role of pH -- 2.8 Investigation of a New Compound -- 2.9 Structure of Organic Compounds and Polarographic Activity -- 2.10 Conclusion -- References -- Chapter 3: Electroanalytical Techniques Most Frequently Used in Drug Analysis -- 3.1 Introduction -- 3.2 Linear Sweep and Cyclic Voltammetry -- 3.3 Step and Pulse Voltammetry -- 3.3.1 Staircase Voltammetry -- 3.3.2 Normal Pulse Voltammetry -- 3.3.3 Differential Pulse Voltammetry -- 3.3.4 Square Wave Voltammetry -- 3.4 Alternating Current Voltammetry -- 3.5 Stripping Techniques -- 3.5.1 Anodic Stripping Voltammetry -- 3.5.2 Cathodic Stripping Voltammetry -- 3.5.3 Adsorptive Stripping Voltammetry -- 3.5.4 Abrasive Stripping Voltammetry -- 3.5.5 Potentiometric Stripping Analysis -- 3.6 Conclusions -- References -- Chapter 4: Solid Electrodes in Drug Analysis -- 4.1 Introduction -- 4.2 Why Solid Electrode Materials? -- 4.3 Properties of Solid Electrode Materials -- 4.4 Surface Cleaning Pre-treatments -- 4.5 Solid Electrode Materials -- 4.5.1 Metal Electrodes -- 4.5.1.1 Platinum Electrodes -- 4.5.1.2 Gold Electrodes -- 4.5.2 Carbon Electrodes -- 4.5.2.1 Graphite Electrodes -- 4.5.2.2 Glassy Carbon Electrodes -- 4.5.2.3 Carbon Paste and Carbon Composite Electrodes -- 4.5.2.4 Carbon Fibre Microelectrodes -- 4.5.2.5 Carbon Nanotube Electrodes -- 4.5.2.6 Boron-Doped Diamond Electrodes -- 4.5.3 Screen-Printed Electrodes -- 4.5.4 Chemically Modified Electrodes. , 4.6 Conclusion -- References -- Chapter 5: Screen-Printed Electrodes (SPE) for Drug Compounds Determination -- 5.1 Introduction -- 5.2 SPE Properties -- 5.3 SPE Modifications -- 5.4 SPE Applications (Table5.1) -- 5.4.1 Unmodified SPE -- 5.4.2 Modified SPE Surface -- 5.4.2.1 Preanodization -- 5.4.2.2 Biocomponent -- 5.4.2.2.1 Enzyme -- 5.4.2.2.2 Antibody -- 5.4.2.2.3 DNA -- 5.4.2.3 Membrane/Film -- 5.4.2.4 Nano-carbon Material -- 5.4.2.5 Clay -- 5.4.2.6 Nanoparticles -- 5.5 Screen-Printed Electrode and Ascorbic Acid Determination -- 5.6 Conclusion -- References -- Chapter 6: Electrochemical Biosensors for Drug Analysis -- 6.1 Introduction -- 6.2 Immobilization Techniques -- 6.3 Electrochemical-Based Biosensor -- 6.3.1 Amperometry and Voltammetry -- 6.3.1.1 Enzyme-Based Amperometric Biosensors -- 6.3.1.1.1 Enzyme Biosensors for Metabolization Studies -- Cytochrome P450 Family -- Peroxidase Enzymes -- Stereoselective Biosensors -- Enzyme-Based Biosensors for Inhibition Studies -- Other Enzymes-Based Biosensors -- 6.3.1.2 Affinity Sensors -- 6.3.1.2.1 Immunosensors -- 6.3.1.2.2 Oligonucleotide-Based Biosensors -- 6.3.2 Potentiometric Biosensors -- 6.3.3 Impedimetric Biosensors -- References -- Chapter 7: Electrochemical and Hyphenated Electrochemical Detectors in Liquid Chromatography and Flow Injection Systems for Dr... -- 7.1 Introduction -- 7.2 Basic Analytical Strategy for Implementing an Amperometric Detector Under Hydrodynamic Conditions -- 7.3 Basic Theoretical Aspects [1, 52] -- 7.3.1 LC-Amperometric Detection (LC-AD) -- 7.3.2 Wall-Jet -- 7.3.3 Thin-layer -- 7.3.4 ``Coulometric´´ -- 7.4 LC-Pulsed Amperometric Detection (LC-PAD) [53, 54] -- 7.5 Hyphenated Techniques for LC and FIA -- 7.6 Conclusion -- References -- Chapter 8: Electroanalytical Method Validation in Pharmaceutical Analysis and Their Applications. , 8.1 Method Validation in Drug Assay Using Electroanalytical Techniques -- 8.2 Types of Method Validation -- 8.3 Electroanalytical Method Validation Characteristics and Their Calculations -- 8.3.1 Validation Characteristics -- 8.3.1.1 Specificity (Selectivity) -- 8.3.1.2 Trueness -- 8.3.1.3 Precision -- 8.3.1.4 Accuracy -- 8.3.1.5 Linearity -- 8.3.1.6 Range -- 8.3.1.7 Limit of Detection -- 8.3.1.8 Limit of Quantification (LOQ) -- 8.3.1.9 Robustness -- 8.3.1.10 Stability -- 8.3.1.11 Applicability -- References -- Chapter 9: Applications for Drug Assays -- 9.1 Introduction -- 9.2 Assay of Drugs -- 9.3 Examples of Electrochemical Application -- 9.3.1 Cyclic, Pulsed, and Stripping Voltammetric Methods Using Solid Electrodes in Pharmaceutical Analysis -- 9.3.1.1 Antibacterial, Antifungal, Antiviral, and Antiparasitic -- 9.3.1.2 Antineoplastic Drugs -- 9.3.1.3 Drugs Acting on the Central Nervous System -- 9.3.1.4 Drugs Acting on the Peripheral Nervous System -- 9.3.1.5 Cardiovascular and Renal Active Drugs -- 9.3.1.6 Endocrine Drugs -- 9.3.1.7 Anti-inflammatory, Anti-allergy, and Immunoregulatory Drugs -- 9.3.1.8 Miscellaneous -- 9.3.2 Applications of Polarography in Pharmaceutical Analysis -- 9.3.3 Applications of LC-EC Detection in Pharmaceutical Analysis -- 9.3.4 Biosensors in Pharmaceutical Analysis (See also Chap. 6) -- 9.4 Conclusion -- References -- About the Authors -- About the Editor -- Index.
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  • 2
    Online Resource
    Online Resource
    Chicago :Image Comics, Inc.,
    Keywords: Short stories--Fiction. ; Electronic books.
    Type of Medium: Online Resource
    Pages: 1 online resource (32 pages)
    Edition: 1st ed.
    ISBN: 9798368805863
    Series Statement: I Hate Fairyland ; v.10
    DDC: 579.6
    Language: English
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  • 3
    Online Resource
    Online Resource
    Burlington :Elsevier Science & Technology,
    Keywords: Marine mammals. ; Marine mammals -- Identification. ; Electronic books.
    Description / Table of Contents: With coverage on all the marine mammals of the world, authors Jefferson, Webber, and Pitman have created a user-friendly guide to identify marine mammals alive in nature (at sea or on the beach), dead specimens "in hand, and also to identify marine mammals based on features of the skull. This handy guide provides marine biologists and interested lay people with detailed descriptions of diagnostic features, illustrations of external appearance, beautiful photographs, dichotomous keys, and more. Full color illustrations and vivid photographs of every living marine mammal species are incorporated, as well as comprehendible maps showing a range of information. For readers who desire further consultation, authors have included a list of literature references at the end of each species account. For an enhanced understanding of habitation, this guide also includes recognizable geographic forms described separately with colorful paintings and photographs. All of these essential tools provided make Marine Mammals of the World the most detailed and authoritative guide available! * Contains superb photographs of every species of marine mammal for accurate identification * Authors' collective experience adds up to 80 years, and have seen nearly all of the species and distinctive geographic forms described in the guide * Provides the most detailed and anatomically accurate illustrations currently available * Special emphasis is placed on the identification of species in "problem groups, such as the beaked whales, long-beaked oceanic dolphin, and southern fur seals * Includes a detailed list of sources for more information at the back of the book.
    Type of Medium: Online Resource
    Pages: 1 online resource (589 pages)
    Edition: 1st ed.
    ISBN: 9780080557847
    DDC: 599.5
    Language: English
    Note: Front Cover -- Marine Mammals of the World: A Comprehensive Guide to their Identification -- Copyringt Page -- Contents -- Preface and Acknowledgments -- Chapter 1. Introduction -- The Need for This Guide -- Marine Mammal Identification and How to Use This Guide -- Notes on the Format of the Species Accounts -- Notes on the Dichotomous Keys -- Request for Feedback from Users -- Chapter 2. Basic Marine Mammal Biology -- What is a Marine Mammal? -- Types of Marine Mammals -- Evolutionary History -- Zoogeography, Distribution, and Migration -- Anatomy and Physiology -- Life History and Reproduction -- Feeding Ecology -- Predation/Parasites/Disease -- Behavior and Social Organization -- Strandings -- Exploitation and Conservation -- Chapter 3. Taxonomic Groupings Above the Species Level -- Order Cetacea-Whales, dolphins, and porpoises -- Suborder Mysticeti-Baleen whales -- Family Balaenidae-Right and bowhead whales -- Family Neobalaenidae-Pygmy right whale -- Family Balaenopteridae-Rorquals -- Family Eschrichtiidae-Gray whale -- Suborder Odontoceti-Toothed whales -- Family Physeteridae-Sperm whale -- Family Kogiidae-Pygmy and dwarf sperm whales -- Family Monodontidae-Narwhal and beluga whale -- Family Ziphiidae-Beaked whales -- Family Delphinidae-Marine dolphins -- Family Phocoenidae-Porpoises -- Family Platanistidae-South Asian river dolphin -- Family Iniidae-Boto -- Family Lipotidae-Baiji -- Family Pontoporiidae-Franciscana -- Order Sirenia-Manatees and dugongs -- Family Trichechidae-Manatees -- Family Dugongidae-Dugong -- Order Carnivora-Carnivorous mammals (including pinnipeds, marine otters, and polar bears) -- Family Mustelidae-Otters -- Family Ursidae-Bears -- Suborder Pinnipedia-Seals, sea lions, and walruses -- Family Otariidae-Eared seals -- Family Odobenidae-Walrus -- Family Phocidae-True seals -- Chapter 4. Cetacean Species Accounts. , Mysticeti Baleen whales -- North Atlantic right whale-Eubalaena glacialis -- North Pacific right whale-Eubalaena japonica -- Southern right whale-Eubalaena australis -- Bowhead whale-Balaena mysticetus -- Pygmy right whale-Caperea marginata -- Blue whale-Balaenoptera musculus -- Fin whale-Balaenoptera physalus -- Sei whale-Balaenoptera borealis -- Bryde's whale-Balaenoptera brydei and/or B. edeni -- Omura's whale-Balaenoptera cf. B. omurai -- Common minke whale-Balaenoptera acutorostrata -- Antarctic minke whale-Balaenoptera bonaerensis -- Humpback whale-Megaptera novaeangliae -- Gray whale-Eschrichtius robustus -- Odontoceti Tootbed whales -- Sperm whale-Physeter macrocephalus -- Pygmy sperm whale-Kogia breviceps -- Dwarf sperm whale-Kogia sima -- Narwhal-Monodon monoceros -- Beluga whale-Delphinapterus leucas -- Baird's beaked whale-Berardius bairdii -- Arnoux's beaked whale-Berardius arnuxii -- Cuvier's beaked whale-Ziphius cavirostris -- Northern bottlenose whale-Hyperoodon ampullatus -- Southern bottlenose whale-Hyperoodon planifrons -- Shepherd's beaked whale-Tasmacetus shepherdi -- Note on Beaked Whales of the Genus Mesoplodon -- Blainville's beaked whale-Mesoplodon densirostris -- Gray's beaked whale-Mesoplodon grayi -- Odontoceti Tootbed whales -- Ginkgo-toothed beaked whale-Mesoplodon ginkgodens -- Hector's beaked whale-Mesoplodon hectori -- Perrin's beaked whale-Mesoplodon perrini -- Hubbs' beaked whale-Mesoplodon carlhubbsi -- Pygmy beaked whale-Mesoplodon peruvianus -- Sowerby's beaked whale-Mesoplodon bidens -- Gervais' beaked whale-Mesoplodon europaeus -- True's beaked whale-Mesoplodon mirus -- Strap-toothed beaked whale-Mesoplodon layardii -- Andrews' beaked whale-Mesoplodon bowdoini -- Stejneger's beaked whale-Mesoplodon stejnegeri -- Spade-toothed beaked whale-Mesoplodon traversii -- Longman's beaked whale-Indopacetus pacificus. , Irrawaddy dolphin-Orcaella brevirostris -- Australian snubfin dolphin-Orcaella heinsohni -- Killer whale-Orcinus orca -- Long-finned pilot whale-Globicephala melas -- Short-finned pilot whale-Globicephala macrorhynchus -- False killer whale-Pseudorca crassidens -- Pygmy killer whale-Feresa attenuata -- Melon-headed whale-Peponocephala electra -- Tucuxi-Sotalia fluviatilis -- Costero-Sotalia guianensis -- Indo-Pacific humpback dolphin-Sousa chinensis -- Atlantic humpback dolphin-Sousa teuszii -- Rough-toothed dolphin-Steno bredanensis -- Pacific white-sided dolphin-Lagenorhynchus obliquidens -- Dusky dolphin-Lagenorhynchus obscurus -- White-beaked dolphin-Lagenorhynchus albirostris -- Atlantic white-sided dolphin-Lagenorhynchus acutus -- Hourglass dolphin-Lagenorhynchus cruciger -- Peale's dolphin-Lagenorhynchus australis -- Risso's dolphin-Grampus griseus -- Common bottlenose dolphin-Tursiops truncatus -- Indo-Pacific bottlenose dolphin-Tursiops aduncus -- Pantropical spotted dolphin-Stenella attenuata -- Atlantic spotted dolphin-Stenella frontalis -- Spinner dolphin-Stenella longirostris -- Clymene dolphin-Stenella clymene -- Striped dolphin-Stenella coeruleoalba -- Short-beaked common dolphin-Delphinus delphis -- Long-beaked common dolphin-Delphinus capensis -- Fraser's dolphin-Lagenodelphis hosei -- Northern right whale dolphin-Lissodelphis borealis -- Southern right whale dolphin-Lissodelphis peronii -- Commerson's dolphin-Cephalorhynchus commersonii -- Heaviside's dolphin-Cephalorhynchus heavisidii -- Hector's dolphin-Cephalorhynchus hectori -- Chilean dolphin-Cephalorhynchus eutropia -- Dall's porpoise-Phocoenoides dalli -- Harbor porpoise-Phocoena phocoena -- Spectacled porpoise-Phocoena dioptrica -- Burmeister's porpoise-Phocoena spinipinnis -- Vaquita-Phocoena sinus -- Finless porpoise-Neophocaena phocaenoides. , South Asian river dolphin-Platanista gangetica -- Boto-Inia geoffrensis -- Baiji-Lipotes vexillifer -- Franciscana-Pontoporia blainvillei -- Chapter 5. Pinniped Species Accounts -- Otariidae Eared seals -- Steller sea lion-Eumetopias jubatus -- California sea lion-Zalophus californianus -- Japanese sea lion-Zalophus japonicus -- Galapagos sea lion-Zalophus wollebaeki -- South American sea lion-Otaria flavescens -- Australian sea lion-Neophoca cinerea -- New Zealand sea lion-Phocarctos hookeri -- Northern fur seal-Callorhinus ursinus -- Note on Hybrid Southern Hemisphere Fur Seals Genus Arctocephalus -- Guadalupe fur seal-Arctocephalus townsendi -- Juan Fernandez fur seal-Arctocephalus philippii -- Galapagos fur seal- Arctocephalus galapagoensis -- South American fur seal-Arctocephalus australis -- New Zealand fur seal- Arctocephalus forsteri -- Subantarctic fur seal- Arctocephalus tropicalis -- Antarctic fur seal-Arctocephalus gazella -- South African and Australian fur seals-Arctocephalus pusillus -- Odobenidae Walrus -- Walrus-Odobenus rosmarus -- Phocidae True seals -- Harbor seal-Phoca vitulina -- Spotted seal-Phoca largha -- Ringed seal-Pusa hispida -- Baikal seal-Pusa sibirica -- Caspian seal-Pusa caspica -- Harp seal-Pagophilus groenlandicus -- Ribbon seal-Histriophoca fasciata -- Gray seal-Halichoerus grypus -- Bearded seal-Erignathus barbatus -- Hooded seal-Cystophora cristata -- Mediterranean monk seal-Monachus monachus -- Hawaiian monk seal-Monachus schauinslandi -- Northern elephant seal-Mirounga angustirostris -- Southern elephant seal-Mirounga leonina -- Crabeater seal-Lobodon carcinophaga -- Ross seal-Ommatophoca rossii -- Leopard seal-Hydrurga leptonyx -- Weddell seal-Leptonychotes weddellii -- Chapter 6. Sirenian and Other Species Accounts -- Sirenia Manatees & -- Dugongs -- West Indian manatee-Trichechus manatus. , Amazonian manatee-Trichechus inunguis -- West African manatee-Trichechus senegalensis -- Dugong-Dugong dugon -- Carnivora Otters & -- Polar bear -- Sea otter-Enhydra lutris -- Marine otter-Lontra felina -- Polar bear-Ursus maritimus -- Chapter 7. Extinct Species Accounts -- West Indian monk seal-Monachus tropicalis -- Steller's sea cow-Hydrodamalis gigas -- Chapter 8. Dichotomous Identification Keys -- A. Key to Identification of Cetaceans of the World, based on External Appearance -- B. Key to Identification of Cetaceans of the World, based on Skulll Morphology -- C. Key to Identification of Pinnipeds of the World, based on External Appearance -- D. Key to Identification of Pinnipeds of the World, based on Skull Morphology -- E. Key to Identification of Sirenians of the World, based on External Appearance and Distribution -- F. Key to Identification of Sirenians of the World, based on Skull Morphology -- Chapter 9. Summaries of Characters for Similar Species -- Chapter 10. Glossary of Technical Terms -- Chapter 11. References -- Chapter 12. Index -- Pinniped Morphology -- Cetacean Morphology and Coloration.
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  • 4
    Online Resource
    Online Resource
    Birmingham :Packt Publishing, Limited,
    Keywords: Machine learning. ; Electronic books.
    Description / Table of Contents: Find out how to build smarter machine learning systems with R. Follow this three module course to become a more fluent machine learning practitioner. About This BookBuild your confidence with R and find out how to solve a huge range of data-related problemsGet to grips with some of the most important machine learning techniques being used by data scientists and analysts across industries todayDon't just learn - apply your knowledge by following featured practical projects covering everything from financial modeling to social media analysisWho This Book Is For Aimed for intermediate-to-advanced people (especially data scientist) who are already into the field of data science What You Will LearnGet to grips with R techniques to clean and prepare your data for analysis, and visualize your resultsImplement R machine learning algorithms from scratch and be amazed to see the algorithms in actionSolve interesting real-world problems using machine learning and R as the journey unfoldsWrite reusable code and build complete machine learning systems from the ground upLearn specialized machine learning techniques for text mining, social network data, big data, and moreDiscover the different types of machine learning models and learn which is best to meet your data needs and solve your analysis problemsEvaluate and improve the performance of machine learning modelsLearn specialized machine learning techniques for text mining, social network data, big data, and moreIn Detail R is the established language of data analysts and statisticians around the world. And you shouldn't be afraid to use it… This Learning Path will take you through the fundamentals of R and demonstrate how to use the language to solve a diverse range of challenges through machine learning. Accessible yet comprehensive, it provides you with everything you need to become more a more fluent
    Type of Medium: Online Resource
    Pages: 1 online resource (1123 pages)
    Edition: 1st ed.
    ISBN: 9781787128286
    DDC: 6.31
    Language: English
    Note: Intro -- Copyright -- Credits -- Preface -- Table of Content -- Module 1: R Machine Learning By Example -- Chapter 1: Getting Started with R and Machine Learning -- Delving into the basics of R -- Data structures in R -- Working with functions -- Controlling code flow -- Advanced constructs -- Next steps with R -- Machine learning basics -- Summary -- Chapter 2: Let's Help Machines Learn -- Understanding machine learning -- Algorithms in machine learning -- Families of algorithms -- Summary -- Chapter 3: Predicting Customer Shopping Trends with Market Basket Analysis -- Detecting and predicting trends -- Market basket analysis -- Evaluating a product contingency matrix -- Frequent itemset generation -- Association rule mining -- Summary -- Chapter 4: Building a Product Recommendation System -- Understanding recommendation systems -- Issues with recommendation systems -- Collaborative filters -- Building a recommender engine -- Production ready recommender engines -- Summary -- Chapter 5: Credit Risk Detection and Prediction - Descriptive Analytics -- Types of analytics -- Our next challenge -- What is credit risk? -- Getting the data -- Data preprocessing -- Data analysis and transformation -- Next steps -- Summary -- Chapter 6: Credit Risk Detection and Prediction - Predictive Analytics -- Predictive analytics -- How to predict credit risk -- Important concepts in predictive modeling -- Getting the data -- Data preprocessing -- Feature selection -- Modeling using logistic regression -- Modeling using support vector machines -- Modeling using decision trees -- Modeling using random forests -- Modeling using neural networks -- Model comparison and selection -- Summary -- Chapter 7: Social Media Analysis - Analyzing Twitter Data -- Social networks (Twitter) -- Data mining @social networks -- Getting started with Twitter APIs -- Twitter data mining. , Challenges with social network data mining -- References -- Summary -- Chapter 8: Sentiment Analysis of Twitter Data -- Understanding Sentiment Analysis -- Sentiment analysis upon Tweets -- Summary -- Module 2: Machine Learning with R -- Chapter 1: Introducing Machine Learning -- The origins of machine learning -- Uses and abuses of machine learning -- How machines learn -- Machine learning in practice -- Machine learning with R -- Summary -- Chapter 2: Managing and Understanding Data -- R data structures -- Managing data with R -- Exploring and understanding data -- Summary -- Chapter 3: Lazy Learning - Classification Using Nearest Neighbors -- Understanding nearest neighbor classification -- Example - diagnosing breast cancer with the k-NN algorithm -- Summary -- Chapter 4: Probabilistic Learning - Classification Using Naive Bayes -- Understanding Naive Bayes -- Example - filtering mobile phone spam with the Naive Bayes algorithm -- Summary -- Chapter 5: Divide and Conquer - Classification Using Decision Trees and Rules -- Understanding decision trees -- Example - identifying risky bank loans using C5.0 decision trees -- Understanding classification rules -- Example - identifying poisonous mushrooms with rule learners -- Summary -- Chapter 6: Forecasting Numeric Data - Regression Methods -- Understanding regression -- Example - predicting medical expenses using linear regression -- Understanding regression trees and model trees -- Example - estimating the quality of wines with regression trees and model trees -- Summary -- Chapter 7: Black Box Methods - Neural Networks and Support Vector Machines -- Understanding neural networks -- Example - Modeling the strength of concrete with ANNs -- Understanding Support Vector Machines -- Example - performing OCR with SVMs -- Chapter 8: Finding Patterns - Market Basket Analysis Using Association Rules. , Understanding association rules -- Example - identifying frequently purchased groceries with association rules -- Summary -- Chapter 9: Finding Groups of Data - Clustering with k-means -- Understanding clustering -- Example - finding teen market segments using k-means clustering -- Summary -- Chapter 10: Evaluating Model Performance -- Measuring performance for classification -- Estimating future performance -- Summary -- Chapter 11: Improving Model Performance -- Tuning stock models for better performance -- Improving model performance with meta-learning -- Summary -- Chapter 12: Specialized Machine Learning Topics -- Working with proprietary files and databases -- Working with online data and services -- Working with domain-specific data -- Improving the performance of R -- Summary -- Module 3: Mastering Machine Learning with R -- Chapter 1: A Process for Success -- The process -- Business understanding -- Data understanding -- Data preparation -- Modeling -- Evaluation -- Deployment -- Algorithm flowchart -- Summary -- Chapter 2: Linear Regression - The Blocking and Tackling of Machine Learning -- Univariate linear regression -- Multivariate linear regression -- Other linear model considerations -- Summary -- Chapter 3: Logistic Regression and Discriminant Analysis -- Classification methods and linear regression -- Logistic regression -- Model selection -- Summary -- Chapter 4: Advanced Feature Selection in Linear Models -- Regularization in a nutshell -- Business case -- Modeling and evaluation -- Model selection -- Summary -- Chapter 5: More Classification Techniques - K-Nearest Neighbors and Support Vector Machines -- K-Nearest Neighbors -- Support Vector Machines -- Business case -- Feature selection for SVMs -- Summary -- Chapter 6: Classification and Regression Trees -- Introduction -- An overview of the techniques -- Business case. , Summary -- Chapter 7: Neural Networks -- Neural network -- Deep learning, a not-so-deep overview -- Business understanding -- Data understanding and preparation -- Modeling and evaluation -- An example of deep learning -- Summary -- Chapter 8: Cluster Analysis -- Hierarchical clustering -- K-means clustering -- Gower and partitioning around medoids -- Data understanding and preparation -- Modeling and evaluation -- Summary -- Chapter 9: Principal Components Analysis -- An overview of the principal components -- Modeling and evaluation -- Summary -- Chapter 10: Market Basket Analysis and Recommendation Engines -- An overview of a market basket analysis -- Business understanding -- Data understanding and preparation -- Modeling and evaluation -- An overview of a recommendation engine -- Business understanding and recommendations -- Data understanding, preparation, and recommendations -- Modeling, evaluation, and recommendations -- Summary -- Chapter 11: Time Series and Causality -- Univariate time series analysis -- Modeling and evaluation -- Summary -- Chapter 12: Text Mining -- Text mining framework and methods -- Topic models -- Modeling and evaluation -- Summary -- Appendix: R Fundamentals -- Introduction -- Getting R up and running -- Using R -- Data frames and matrices -- Summary stats -- Installing and loading the R packages -- Summary -- Bibliography.
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  • 5
    Online Resource
    Online Resource
    Dordrecht :Springer Netherlands,
    Keywords: Plant cell walls. ; Electronic books.
    Type of Medium: Online Resource
    Pages: 1 online resource (208 pages)
    Edition: 1st ed.
    ISBN: 9789401096416
    Series Statement: Topics in Plant Physiology Series ; v.2
    DDC: 581.875
    Language: English
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  • 6
    Online Resource
    Online Resource
    Newburyport :BarCharts Publishing, Inc.,
    Keywords: Physics. ; Electronic books.
    Type of Medium: Online Resource
    Pages: 1 online resource (6 pages)
    Edition: 1st ed.
    ISBN: 9781423242284
    DDC: 530
    Language: English
    Note: PHYSICS 2 -- Introduction, Constants & -- Definitions -- Classical Mechanics -- Kinematics -- Motion in One Dimension with Constant Acceleration -- Motion in Two Dimensions with Constant Acceleration -- Motion in Three Dimensions -- Uniform Circular Motion -- Newton's Laws -- Mass & -- Inertia -- Newton's First Law -- Newton's Second Law -- Newton's Third Law -- Types of Forces -- Rotational Inertia I -- Torque -- Newton's First Law for Rotation -- Newton's Second Law for Rotation -- Newton's Third Law for Rotation -- Work & -- Kinetic Energy -- Kinetic Energy K -- Work -- Work-Energy Theorem -- Potential Energy U -- Gravitational Energy -- Spring -- Electric Charges -- Conservation of Energy -- Conservation of Mechanical Energy -- Momentum -- Center of Mass -- Linear Momentum -- Angular Momentum -- Conservation of Momentum -- Simple Harmonic Motion (SHM) -- For Spring -- For Pendulum -- Gravitation -- Thermodynamics -- Definitions -- Thermal vs. Internal Energy -- Thermodynamic State Variables P, V, T & -- n -- Temperature Scales -- Temperature T -- Arbitrary Scales -- Absolute Scales -- Conversion between Temperature Scales -- Zeroth Law of Thermodynamics -- First Law of Thermodynamics -- Second Law of Thermodynamics -- Entropy (S) -- Reversible & -- Irreversible Processes -- Microscopic Approach to Entropy (Statistical Mechanics) -- Fundamental Assumption of Statistical Thermodynamics -- Macroscopic Approach to Entropy -- Microscopic Version of the Second Law -- Macroscopic Version of the Second Law -- Consequences of the Second Law -- Reversible & -- Irreversible Processes -- Thermal Properties of Systems -- Heat Capacity -- Extensive Heat Capacity -- Intensive Heat Capacity -- Molar Heat Capacity -- Degrees of Freedom -- Heat Capacity Ratio for Ideal Gas -- Kinetic Theory of Gases -- Kinetic Theory of Ideal Gas. , Equation of State for Ideal Gas -- Constrained Ideal Gas Processes -- Change in Internal Energy for Any Ideal Gas Process -- Constrained Ideal Gas Processes -- Waves -- Types of Waves -- Transverse vs.Longitudinal Waves -- Wave Equation -- Harmonic Wave -- Superposition of Waves -- Doppler Effect -- Electromagnetism -- Electric Charge -- Conservation of Charge -- Force between Static Electric Charges -- Electric Field -- Point Charge -- Electric Dipole -- Electric Dipole Moment -- Gauss's Law for Electrostatics -- Electric Potential Energy -- Electric Potential (V) -- Magnetic Field -- Magnetic Dipole -- Magnetic Dipole Moment -- Magnetic Force on a Moving Charge -- Calculating the Magnetic Field -- Magnetic Field of a Straight Current-Carrying Wire -- Magnetic Field on Axis of Current Loop -- Ampere's Law -- Magnetic Flux -- Gauss's Law for Magnetism -- Lenz's Law -- Motional Emf -- Electromagnetic Waves -- Energy Transport in Electromagnetic Waves -- Maxwell's Equations for Free Space -- Electric Circuits -- Capacitors -- Inductors -- Ohm's Law -- Energy in a Circuit -- Special Relativity -- Einstein's Postulates -- The Relativity Postulate -- The Speed of Light Postulate -- Time Dilation -- Simultaneity Is Relative -- Length Contraction -- Lorentz Transformation -- Velocity Transformation -- Relativistic Doppler Effect -- Relativistic Energy & -- Momentum -- Quantum Mechanics -- Quantized Atomic Energy Levels -- Pauli Exclusion Principle -- Nuclear Physics -- Atoms -- Nuclear Notation -- Atomic Mass Units -- Nuclei -- Nuclear Forces -- Strong Nuclear Force -- Weak Nuclear Force -- Radioactivity -- Alpha Decay -- Beta Decay -- Gamma Emission -- Decay Rates -- Nuclear Reactions -- Conservation of Nucleon Number -- Nuclear Fission -- Nuclear Fusion -- Force Carriers.
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  • 7
    Online Resource
    Online Resource
    New York :Monthly Review Press,
    Keywords: Capitalism. ; Environmental degradation. ; Climatic changes. ; Electronic books.
    Type of Medium: Online Resource
    Pages: 1 online resource (545 pages)
    Edition: 1st ed.
    ISBN: 9781583673898
    DDC: 333.7
    Language: English
    Note: Cover -- CONTENTS -- PREFACE -- INTRODUCTION: A Rift in Earth and Time -- PART ONE: Capitalism and Unsustainable Development -- 1. The Paradox of Wealth -- 2. Rifts and Shifts -- 3. Capitalism in Wonderland -- 4. The Midas Effect -- 5. Carbon Metabolism and Global Capital Accumulation -- 6. The Planetary Moment of Truth -- PART TWO: Ecological Paradoxes -- 7. The Return of the Jevons Paradox -- 8. The Paperless Office and Other Ecological Paradoxes -- 9. The Treadmill of Accumulation -- 10. The Absolute General Law of Environmental Degradation under Capitalism -- PART THREE: Dialectical Ecology -- 11. The Dialectics of Nature and Marxist Ecology -- 12. Dialectical Materialism and Nature -- 13. Marx's Grundrisse and the Ecology of Capitalism -- 14. The Sociology of Ecology -- 15. Imperialism and Ecological Metabolism -- PART FOUR: Ways Out -- 16. The Ecology of Consumption -- 17. The Metabolism of Twenty-First Century Socialism -- 18. Why Ecological Revolution? -- NOTES -- INDEX -- A -- B -- C -- D -- E -- F -- G -- H -- I -- J -- K -- L -- M -- N -- O -- P -- Q -- R -- S -- T -- U -- V -- W -- Y -- Z.
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  • 8
    Online Resource
    Online Resource
    La Vergne :Adventure Publications,
    Keywords: Fireflies -- Juvenile literature. ; Fireflies -- Pictorial works. ; Fireflies. ; Electronic books.
    Description / Table of Contents: A handy, thorough, well researched guide to fireflies, complete with fun facts, engaging text and simple projects and experiments.
    Type of Medium: Online Resource
    Pages: 1 online resource (102 pages)
    Edition: 1st ed.
    ISBN: 9781591934578
    DDC: 595.76;595.76/44
    Language: English
    Note: Intro -- Introduction -- Memories of Fireflies -- The Basics -- Insects Are Everywhere -- Firefly or Glowworm -- What's in a Name -- Four Phases of Life -- Larvae Lunch -- The Pupal Stage -- Home Sweet Home -- Lantern Organs -- The Science of Fireflies -- How Bright are Fireflies? -- The Science Behind the Firefly Color Palette -- Sometimes It's Good to Be Noticed -- Other Creatures with Bioluminescence -- Predator and Prey -- Don't Feed Fireflies to Your Pet . . . or Your Brother! -- Memories of Fireflies -- Common Fireflies -- The Photinus Fireflies -- The Femme Fatales Find a Mate -- A Synchronized Show in the Great Smokies -- Other Synchronous Firefly Varieties -- Concerns for the Present (and the Future) -- A Lot We Still Don't Know -- Fireflies, Poets and Playwrights -- Memories of Fireflies -- Watching Fireflies -- Firefly Distribution -- Season Calendar -- Finding the Right Habitat -- Firefly Flashing Patterns -- Memories of Fireflies -- Fun Firefly Projects -- Project 1 - A Home Away From Home -- Project 2 - Do-It-Yourself Bioluminescence -- Project 3 - Firefly Photography -- Project 4 - Make Your Flashlight a Firefly Call -- Project 5 - Temperature Variance -- Project 6 - Firefly Tourism! -- Project 7 - Help Stop Light Pollution -- Project 8 - Citizen Science -- Recommended Reading -- Glossary -- Bibliography -- Photo Credits -- About the Author.
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  • 9
    Online Resource
    Online Resource
    Cambridge : Open Book Publishers
    Keywords: Hannibal ; Nepos, Cornelius Criticism and interpretation ; Punic wars ; Carthage (Extinct city)--Biography ; Nepos, Cornelius-Criticism and interpretation ; Hannibal,-247 B.C.-182 B.C ; Hannibal ; 247 B.C.-182 B.C ; Nepos, Cornelius ; Criticism and interpretation ; Carthage (Extinct city) ; Biography ; Electronic books ; Rome History Republic, 265-30 B.C ; Carthage (Extinct city) History
    Description / Table of Contents: "Trebia. Trasimene. Cannae. With three stunning victories, Hannibal humbled Rome and nearly shattered its empire. Even today Hannibal's brilliant, if ultimately unsuccessful, campaign against Rome during the Second Punic War (218-202 BC) make him one of history's most celebrated military leaders. This biography by Cornelius Nepos (c. 100-27 BC) sketches Hannibal's life from the time he began traveling with his father's army as a young boy, through his sixteen-year invasion of Italy and his tumultuous political career in Carthage, to his perilous exile and eventual suicide in the East. As Rome completed its bloody transition from dysfunctional republic to stable monarchy, Nepos labored to complete an innovative and influential collection of concise biographies. Putting aside the detailed, chronological accounts of military campaigns and political machinations that characterized most writing about history, Nepos surveyed Roman and Greek history for distinguished men who excelled in a range of prestigious occupations. In the exploits and achievements of these illustrious men, Nepos hoped that his readers would find models for the honorable conduct of their own lives. Although most of Nepos' works have been lost, we are fortunate to have his biography of Hannibal. Nepos offers a surprisingly balanced portrayal of a man that most Roman authors vilified as the most monstrous foe that Rome had ever faced. Nepos' straightforward style and his preference for common vocabulary make Life of Hannibal accessible for those who are just beginning to read continuous Latin prose, while the historical interest of the subject make it compelling for readers of every ability. This book contain embedded audio files of the original text read aloud by Christopher Francese."--Publisher's website
    Type of Medium: Online Resource
    Pages: Online-Ressource
    Edition: Online-Ausg.
    ISBN: 9781783741342
    Series Statement: Open Book classic series
    DDC: 937.04
    Language: English
    Note: Description based upon print version of record
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  • 10
    Online Resource
    Online Resource
    Cham : Springer
    Keywords: Forestry Management ; Forestry management ; Entrepreneurship ; Leadership ; Market research
    Description / Table of Contents: Introduction -- Section I. Market Environment and Context -- Section II. Public Service and Business Innovations -- Section III. Emerging Service Topics -- Section IV. Transitions Governance
    Type of Medium: Online Resource
    Pages: 1 Online-Ressource (XI, 359 p. 71 illus., 40 illus. in color)
    Edition: 1st ed. 2019
    ISBN: 9783030289997
    Series Statement: World Forests 24
    Language: English
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