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This volume presents examples of how Artificial Neural Networks (ANNs) are applied in biological sciences and related areas. Chapters cover a wide variety of topics, including the analysis of intracellular sorting information, prediction of the behavior of bacterial communities, biometric authentication, studies of Tuberculosis, gene signatures in breast cancer classification, the use of mass spectrometry in metabolite identification, visual navigation, and computer diagnosis. Written in the highly successful Methods in Molecular Biology series format, chapters include introductions to their respective topics, application details for both the expert and non-expert reader, and tips on troubleshooting and avoiding known pitfalls. Authoritative and practical, Artificial Neural Networks: Third Edition should be of value to all scientists interested in the hands-on application of ANNs in the biosciences.

Xarxes neuronals (Informàtica) --- Xarxes neurals (Informàtica) --- Xarxes neurals artificials --- Xarxes neuronals artificials --- Cibernètica --- Informàtica tova --- Intel·ligència artificial --- Computació evolutiva --- Xarxes neuronals convolucionals --- Intel·ligència computacional --- Neurosciences. --- Neuroscience. --- Neural sciences --- Neurological sciences --- Neuroscience --- Medical sciences --- Nervous system

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This volume looks at applications of artificial intelligence (AI), machine learning (ML), and deep learning (DL) in drug design. The chapters in this book describe how AI/ML/DL approaches can be applied to accelerate and revolutionize traditional drug design approaches such as: structure- and ligand-based, augmented and multi-objective de novo drug design, SAR and big data analysis, prediction of binding/activity, ADMET, pharmacokinetics and drug-target residence time, precision medicine and selection of favorable chemical synthetic routes. How broadly are these approaches applied and where do they maximally impact productivity today and potentially in the near future. Written in the highly successful Methods in Molecular Biology series format, chapters include introductions to their respective topics, lists of the necessary software and tools, step-by-step, readily reproducible modeling protocols, and tips on troubleshooting and avoiding known pitfalls. Cutting-edge and unique, Artificial Intelligence in Drug Design is a valuable resource for structural and molecular biologists, computational and medicinal chemists, pharmacologists and drug designers.

Pharmacology. --- Artificial intelligence. --- Machine learning. --- Artificial Intelligence. --- Machine Learning. --- Learning, Machine --- Artificial intelligence --- Machine theory --- AI (Artificial intelligence) --- Artificial thinking --- Electronic brains --- Intellectronics --- Intelligence, Artificial --- Intelligent machines --- Machine intelligence --- Thinking, Artificial --- Bionics --- Cognitive science --- Digital computer simulation --- Electronic data processing --- Logic machines --- Self-organizing systems --- Simulation methods --- Fifth generation computers --- Neural computers --- Drug effects --- Medical pharmacology --- Medical sciences --- Chemicals --- Chemotherapy --- Drugs --- Pharmacy --- Physiological effect --- Intel·ligència artificial --- Desenvolupament de medicaments --- Farmacologia --- Medicina --- Biofarmàcia --- Biotransformació (Metabolisme) --- Dermofarmacologia --- Estabilitat dels medicaments --- Farmacocinètica --- Farmacogenètica --- Farmacologia cardiovascular --- Farmacologia clínica --- Farmacologia dental --- Farmacologia geriàtrica --- Farmacologia molecular --- Farmacologia obstètrica --- Farmacologia ocular --- Farmacologia pediàtrica --- Farmacologia respiratòria --- Farmacologia renal --- Farmacologia veterinària --- Fotofarmacologia --- Immunofarmacologia --- Isòtops radioactius en farmacologia --- Neurofarmacologia --- Psicofarmacologia --- Química farmacèutica --- Radiofàrmacs --- Resistència als medicaments --- Toxicologia --- Medicaments --- Quimioteràpia --- Farmàcia --- Disseny de medicaments --- Ciència cognitiva --- Mètodes de simulació --- Processament de dades --- Sistemes autoorganitzatius --- Aprenentatge automàtic --- Demostració automàtica de teoremes --- Intel·ligència artificial distribuïda --- Intel·ligència computacional --- Sistemes adaptatius --- Tractament del llenguatge natural (Informàtica) --- Raonament qualitatiu --- Representació del coneixement (Teoria de la informació) --- Sistemes de pregunta i resposta --- Traducció automàtica --- Visió per ordinador --- Xarxes neuronals (Informàtica) --- Xarxes semàntiques (Teoria de la informació) --- Agents intel·ligents (Programes d'ordinador) --- Programació per restriccions --- Vida artificial