1 - 17
1. Neural networks and statistical learning [2019]
- Du, K.-L., author.
- Second edition. - London, United Kingdom : Springer, 2019.
- Description
- Book — 1 online resource (xxx, 988 pages) : illustrations (some color) Digital: text file.PDF.
- Summary
-
- Introduction
- Fundamentals of Machine Learning
- Perceptrons
- Multilayer perceptrons: architecture and error backpropagation
- Multilayer perceptrons: other learing techniques
- Hopfield networks, simulated annealing and chaotic neural networks
- Associative memory networks
- Clustering I: Basic clustering models and algorithms
- Clustering II: topics in clustering
- Radial basis function networks
- Recurrent neural networks
- Principal component analysis
- Nonnegative matrix factorization and compressed sensing
- Independent component analysis
- Discriminant analysis
- Support vector machines
- Other kernel methods
- Reinforcement learning
- Probabilistic and Bayesian networks
- Combining multiple learners: data fusion and emsemble learning
- Introduction of fuzzy sets and logic
- Neurofuzzy systems
- Neural circuits
- Pattern recognition for biometrics and bioinformatics
- Data mining.
- Du, K.-L, author.
- Switzerland : Birkhäuser, [2016]
- Description
- Book — xxi, 434 pages : illustrations (some color) ; 25 cm
- Summary
-
- Preface.- Introduction.- Simulated Annealing.- Optimization by Recurrent Neural Networks.- Genetic Algorithms and Genetic Programming.- Evolutionary Strategies.- Differential Evolution.- Estimation of Distribution Algorithms.- Mimetic Algorithms.- Topics in EAs.- Particle Swarm Optimization.- Artificial Immune Systems.- Ant Colony Optimization.- Tabu Search and Scatter Search.- Bee Metaheuristics.- Harmony Search.- Biomolecular Computing.- Quantum Computing.- Other Heuristics-Inspired Optimization Methods.- Dynamic, Multimodal, and Constraint-Satisfaction Optimizations.- Multiobjective Optimization.-
- Appendix 1: Discrete Benchmark Functions.-
- Appendix 2: Test Functions.- Index.
- (source: Nielsen Book Data)
(source: Nielsen Book Data)
Science Library (Li and Ma)
Science Library (Li and Ma) | Status |
---|---|
Stacks | |
QA402.5 .D78 2016 | Unknown |
3. Neural Networks and Statistical Learning [2014]
- Du, K.-L., author.
- London : Springer, ©2014. - London Springer London Imprint : Springer, 2014.
- Description
- Book — 1 online resource (XXVII, 824 pages 166 illustrations, 68 illustrations in color.) : online resource Digital: text file; PDF.
- Summary
-
- Introduction.- Fundamentals of Machine Learning.- Perceptrons.- Multilayer perceptrons: architecture and error backpropagation.- Multilayer perceptrons: other learing techniques.- Hopfield networks, simulated annealing and chaotic neural networks.- Associative memory networks.- Clustering I: Basic clustering models and algorithms.- Clustering II: topics in clustering.- Radial basis function networks.- Recurrent neural networks.- Principal component analysis.- Nonnegative matrix factorization and compressed sensing.- Independent component analysis.- Discriminant analysis.- Support vector machines.- Other kernel methods.- Reinforcement learning.- Probabilistic and Bayesian networks.- Combining multiple learners: data fusion and emsemble learning.- Introduction of fuzzy sets and logic.- Neurofuzzy systems.- Neural circuits.- Pattern recognition for biometrics and bioinformatics.- Data mining.- Appenidx A. Mathematical Preliminaries.- Appendix B. Benchmarks and resources.
- (source: Nielsen Book Data)
(source: Nielsen Book Data)
- Du, K.-L.
- Cambridge, UK ; New York : Cambridge University Press, 2010.
- Description
- Book — xxxiv, 985 p. : ill. ; 26 cm.
- Summary
-
- 1. Introduction
- 2. An overview of wireless communications
- 3. Channel and propagation
- 4. Cellular and multiple-user systems
- 5. Diversity
- 6. Channel estimation and equalization
- 7. Modulation and detection
- 8. Spread spectrum communications
- 9. Orthogonal frequency division multiplexing
- 10. Antennas
- 11. RF and microwave subsystems
- 12. A/D and D/A conversions
- 13. Signals and signal processing
- 14. Fundamentals of information theory
- 15. Channel coding
- 16. Source coding I: speech and audio coding
- 17. Source coding II: image and video coding
- 18. Multiple antennas: smart antenna systems
- 19. Multiple antennas: MIMO systems
- 20. Ultra wideband communications
- 22. Wireless ad hoc/sensor networks
- The Q-function
- Wirtinger calculus.
- (source: Nielsen Book Data)
(source: Nielsen Book Data)
- Online
Engineering Library (Terman)
Engineering Library (Terman) | Status |
---|---|
Stacks | |
TK5103.2 .D825 2010 | Unknown |
- Du, K.-L.
- London : Springer, c2006.
- Description
- Book — l, 566 p. : ill. ; 25 cm.
- Summary
-
- IntroductionFundamentals of Machine Learning and SoftcomputingMultilayer PerceptronsHopfield Networks and Boltzmann MachinesCompetitive Learning and ClusteringRadial Basis Function NetworksPrincipal Component Analysis NetworksFuzzy Logic and Neuro-fuzzy SystemsEvolutionary Algorithms and Evolving Neural NetworksDiscussion and OutlookAppendix: Mathematical Preliminaries.
- (source: Nielsen Book Data)
(source: Nielsen Book Data)
SAL3 (off-campus storage)
SAL3 (off-campus storage) | Status |
---|---|
Stacks | Request (opens in new tab) |
QA76.87 .D8 2006 | Available |
- Du, K.-L.
- London : Springer, c2006.
- Description
- Book — l, 566 p. : ill.
7. Intelligent communication technologies and virtual mobile networks : proceedings of ICICV 2023 [2023]
- International Conference on Intelligent Communication Technologies and Virtual Mobile Networks (5th : 2023 : Tirunelveli, India)
- Singapore : Springer, 2023.
- Description
- Book — 1 online resource (923 p.).
- Summary
-
- Chapter 1. A DGS loaded Compact Super - Wideband Antenna for Microwave Imaging Application
- Chapter 2. A Study on Repeated Game Theory in Wireless Sensor Networks Security
- Chapter 3. An Overview of Information-Centric Network: Concepts, Network Architecture, Comparison, and Difficulties
- Chapter 4. Automated Mishap Detection and Prevention System for Vehicles
- Chapter 5. Autonomous Drone Using Time of Flight Sensor for Collision Avoidance
- Chapter 6. Collaborative Communication Models in Non-Cash Food Assistance (Bantuan Pangan Non-Tunai, Bpnt) Program: Towards Community Resilience
- Chapter 7. Communication technology for information exchange using short-range unmanned aerial vehicles
- Chapter 8. Evaluative Aspects of Wireless Sensor Networks Reliability Model: A Case Study
- Chapter 9. Implementation of 3D Object Models for Mobile Applications in UI/UX Design using SceneView API
- Chapter 10. Latest Trends in Wireless Network Optimization using Distributed Learning
- Chapter 11. Malware Classification in Local System Executable Files Using Deep learning
- Chapter 12. New generation 3D optical switch for free pace optical networks
- Chapter 13. Terrain Dimensions and Node Density Analysis of MANET using NS2 and BonnMotion
- Chapter 14. Towards Secure Fault-tolerant Wireless Sensor Communication: Challenges and Applications
- Chapter 15. Utilizing Data from Quick Access Recorder to Predict Faulty Processing on Aircrafts. etc.
- International Conference on Sustainable Expert Systems (2nd : 2021 : Nepal)
- Singapore : Springer, 2022.
- Description
- Book — 1 online resource (1 volume) : illustrations (black and white, and colour).
- Summary
-
- E-learning based Collaborative Learning Experience in the Education Paradigm.- Using Clean Architecture Principles to Improve the Design and Implementation of the Mobiles Online Platform.- Detection of Arrhythmia using Convolution Neural Networks.- The Hybrid Vision Transformer Approach for Hyperpigmentation Nail Disease Detection.- Covid19 Fake News Detection Using Glove and Bi-LSTM.- Combinatorial Test Perspective on Test Design of SDN Controllers.
- (source: Nielsen Book Data)
(source: Nielsen Book Data)
- International Conference on Sentiment Analysis and Deep Learning (2022 : Lalitpur, Nepal)
- Singapore : Springer, [2022]
- Description
- Book — 1 online resource (1 volume) : illustrations (black and white, and colour)
- Summary
-
- Ranking roughly tourist destinations using BERT based semantic search.- Discerning the Application of Virtual Laboratory in Curriculum Transaction of Software Engineering Lab Course from the Lens of Critical Pedagogy.- Drought Prediction using Recurrent Neural Networks and Long Short-Term Memory model.- A Deep Learning Framework for Classification of Hyperspectral Images.- Improved Security on Mobile Payments Using IMEI Verification.- Analytics and Data Computing for the Development of the Concept Digitalization in Business and Economic Structures.- Smart Door Locking System using IoT -A Security for Railway Engine Pilots.- Designing and Implementing a Distributed Database for Microservices Cloud-Based Online Travel Portal.- A comparative study of a new customized bert for sentiment analysis.- Twitter Sentiment Analysis Using Naive Bayes Based Machine Learning Technique.- Rainfall Forecasting System Using Machine Learning Technique and IoT Technology for a Localized Region.- Infrastructure as Code (IaC): Insights on Various Platforms.- Breast Cancer Prediction using different Machine Learning Algorithm.- A Proposed System for Understanding the Consumer Opinion of a Product Using Sentiment Analysis.- Comparative study of Machine Learning and Deep learning for Fungi classification.- Personality as a predictor of Computer Science Students' Learning Motivation.- Prediction and analysis of liver disease using extreme learning machine.- Deep-learning based quality assurance of silicon detectors in Compact Muon Solenoid experiment.- An Effectual Analytics and Approach for Avoidance of Malware in Android using Deep Neural Networks.- A One-Stop Service Provider for Farmers Using Machine Learning.- Fuzzy Logic Based Control of SEPIC Converter for Vehicle to Grid Application.- Social media mining to detect mental health disorders using Machine learning.- Using Deep Learning Models for Crop and Weed Classification at Early Stage.- FaceMask detection and social distancing using Machine Learning with Haarcascade algorithm.
- (source: Nielsen Book Data)
(source: Nielsen Book Data)
- International Conference on Communication, Computing and Electronics Systems (2021 : Coimbatore, India)
- Singapore : Springer, 2022.
- Description
- Book — 1 online resource (xviii, 1135 pages) : illustrations (some color).
- Summary
-
- OTT (Netflix) Film Recommender System using Data Mining.- Dietary Assessment and Nutritional Analysis using Deep Learning.- Analyzing Game Theory Applications in a Layered Perspective for a Non-Cooperative Environment with the Existence of Nash Equilibria in Various fields of Research.- Essay Scoring Systems using AI and Feature Extraction: A Review.- Development of Real Time Violence Detection with Raspberry Pi.- Secure Optical Image Encryption and Data Hiding Technique in Compression Domain Using Dual Key Based Bit Swapping.
- (source: Nielsen Book Data)
(source: Nielsen Book Data)
- International Conference on Sentimental Analysis and Deep Learning (2021 : Online)
- Singapore : Springer, [2022]
- Description
- Book — 1 online resource (1023 pages) : illustrations (chiefly color) Digital: text file.PDF.
- Summary
-
- Analysis of Healthcare Industry Using Machine Learning Approach: A Case Study in Bengaluru Region.- Dynamic Document Localization for Ecient Mining.- SentiSeries: A Trilogy of Customer Reviews, Sentiment Analysis and Time Series.- Video Summarization using Fully Convolutional Residual Dense Network.- An Efficient Deep Learning Approach for Detecting Pneumonia Using the Convolutional Neural Network.- QMCDS: Quantum Memory for Cloud Data Storage.- A Study towards Bangla Fake News Detection using Machine Learning and Deep Learning.- A Deep Learning Approach to Analyze the Propagation of Pandemic in America.- Graph Convolution Based Joint Learning of Rumour with Content, User Credibility, Propagation Context and Cognitive as well as Emotion Signals.- Deep Learning based Real Time Object Classification and Recognition using Supervised Learning Approach.
- (source: Nielsen Book Data)
(source: Nielsen Book Data)
12. Intelligent communication technologies and virtual mobile networks : proceedings of ICICV 2022 [2023]
- Intelligent Communication Technologies and Virtual Mobile Networks (2022 : Tamil Nadu, India).
- Singapore : Springer, [2023]
- Description
- Book — 1 online resource (xviii, 825 pages) : illustrations (chiefly color).
- Summary
-
- Implementation of Machine and Deep Learning Algorithms for Intrusion Detection System.- Information Protection Means Using a Genetic Algorithm.- Classification of Breast Cancer Using CNN and Its Variant.- Systematic Approach for Network Security Using Ethical Hacking Technique.- Analysis of Modulation Techniques for Short Range V2V Communication.
- (source: Nielsen Book Data)
(source: Nielsen Book Data)
- International Conference on Evolutionary Computing and Mobile Sustainable Networks (2021 : Bangalore, India).
- Singapore : Springer, [2022]
- Description
- Book — 1 online resource (1039 pages) : illustrations (chiefly color).
- Summary
-
- Improved Grey wolf Optimization based Feature selection and classification using CNN for Diabetic Retinopathy detection.- Feature Selection Using Modified Sine Cosine Algorithm with COVID-19 Dataset.- Blood Cell Image Denoising based on Tunicate Rat Swarm Optimization with Median Filter.- A Hybrid Approach for Deep Noise Suppression using Deep Neural Networks.- Human Health Care Systems Analysis for Cloud Data Structure of Biometric System using ECG Analysis.- Data mining for Solving Medical Diagnostics Problems.- Classification of Diabetic Retinopathy using Ensemble of Machine Learning Classifiers with IDRID Dataset.- Epileptic Seizure Prediction Using Geometrical Features Extracted From HRV Signal.- An Extensive Survey on Outlier Prediction using Mining and Learning Approaches.- Performance Comparison of Data Security Strategies in Fog Computing.- Design and Simulation of a Direct-PSK Based Telecommand Receiver for Small Satellite
- Analysis of Data Aggregation and Clustering Protocol in Wireless Sensor Networks using Machine Learning.- DetecSec : A Framework to Detect and Mitigate ARP Cache Poisoning Attacks.- PAPR Reduction in SDR based OFDM System.
- (source: Nielsen Book Data)
(source: Nielsen Book Data)
- International Conference on Machine Learning and Autonomous Systems (2021 : Tamil Nadu, India)
- Singapore : Springer, 2022.
- Description
- Book — 1 online resource.
- Summary
-
- Utilization of Sensors for Energy Generation using Pressure or Vibrations.- Modeling and Optimization of Discrete Evolutionary Systems of Information Security Management in a Random Environment.- Gender Identification using Ensemble Linear Discriminant Analysis Algorithm based on Facial Features.- Software Stack for Autonomous Vehicle: Motion Planning.- Transformers for Speaker Recognition.- Real-time Face Mask Detection using MobileNetV2 Classifier.- Spoken Language Identification for Native Indian Languages using Deep Learning Techniques.- Smart Attendance System using Machine Learning Algorithms.- Novel Approach to Phishing Detection Using ML and Visual Similarity.- Text Summarization of Articles using LSTM and Attention-based LSTM.
- (source: Nielsen Book Data)
(source: Nielsen Book Data)
- CCCE (Conference) (3rd : 2023 : Stockholm, Sweden)
- Cham : Springer, [2023]
- Description
- Book — 1 online resource (xi, 233 pages) : illustrations (chiefly color)
- Summary
-
- Image analysis and method: Enhanced Acoustic Noise Reduction Techniques for Magnetic Resonance Imaging System
- Rough Rice Grading in the Philippines Using Infrared Thermography
- An Interpretable Hybrid Recommender Based on Graph Convolution to Address Serendipity
- Network Model and Function Analysis of Mobile Network: A Geometry-based Strategic Placement of RISs In millimeter Wave Device to Device Communication
- Obstacle Aware Link Selection for Stable Multicast D2D Communications
- Mobility Aware Path Selection for Millimeterwave 5G Networks in the Presence of Obstacles
- A Probabilistic Analysis of the Delay in RIS Assisted SISO D2D Communication using Chernoff's Bounds
- An Empirical Analysis on Lossless Compression Techniques: Enhancing IoT Security through Deep Learning-based Intrusion Detection
- A Security and Vulnerability Assessment on Android Gambling Applications
- A Compliance Based and Security Assessment of Bring Your Own Device (BYOD) in Organizations
- A Compliance Based and Security Assessment of Bring Your Own Device (BYOD) in Organizations
- AI -based system model and algorithm: Application of Machine Learning in Predicting Crime Links on Specialized Features
- An Empirical Analysis on Lossless Compression Techniques
- An Analysis of the Performance Changes of the Model by Reducing the Input Feature Dimension in Stock Price Forecasting
- A Hybrid Algorithm by Incorporating Neural Network and Metaheuristic Algorithms for Function Approximation and Demand Prediction Estimation
- Deep QA: An Open-Domain Dataset of Deep Questions and Comprehensive Answers
- Tropical Cyclone Analysis and Accumulated Precipitation Predictive Model Using Regression Machine Learning Algorithm
- Mapping Learning Algorithms on Data, A Promising Novel Methodology to Compare Learning Algorithms
- International Conference on Computer and Communication Engineering (2nd : 2022 : Online).
- Cham : Springer, [2022]
- Description
- Book — 1 online resource (x, 193 pages) : illustrations (chiefly color).
- Summary
-
- Information Science and Mobile Communication.- Towards Intelligent Management of Internet of Modern Drones.- Ordering Algorithm as a Support for Children with ADHD through the Development of Bilingual and Interactive Videogames.- Detection of lateral road obstacles based on the Haar Cascade classification method in video surveillance.- Industrial IoT Solution for Powering Smart Manufacturing Production Lines.- Mobile Network Operators' cost efficient 5G deployment with Hyperscalers co-investment in Public Cloud.- Overview of Information System Testing Technology under the "Cloud + Microservices" Mode.- Image Denoising using A Deep Auto-encoder Approach based on Beetle Antennae Search Algorithm.- Diversity Technology Research in Wireless Communication Systems.- Study on Solving Algorithm of T Matrix Eigenvalues based on C Programming Language.- Computer and Electronic Engineering.- Federated Offline Reinforcement Learning for Autonomous Systems.- A New Smart Controller Model using Feedback and Feedforward for Three Phase Inverter.- Adaptive Design Space Reconstruction Method in Surrogate based Global Optimization.- Research on Vibration Phase Measurement Technology Based on Laser Interference Waveform Demodulation.- An Accurate Algorithm for Calibration-free Wavelength Modulation Spectroscopy Based on Even-order Harmonics.- A Hierarchical Multi-Objective Programming Approach to Planning Locations for Macro and Micro Fire Stations.- Utilization of Machine Learning Algorithm to Determine Factors Affecting Response to Action among Filipinos Toward the 2020 Taal Volcano.
- (source: Nielsen Book Data)
(source: Nielsen Book Data)
- International Conference on Image Processing and Capsule Networks (2nd : 2021 : Thailand)
- Cham, Switzerland : Springer, [2022]
- Description
- Book — 1 online resource (xviii, 825 pages) : illustrations (some color) Digital: text file.PDF.
- Summary
-
- A Survey of Machine Learning Techniques Applied for Automatic Traffic Light Recognition.- Machine Learning based Detection and Classification of Heart Abnormalities.- An Evaluation of Multiclass Leaf Classification using Transfer Learning Techniques.- Scene Generated with Text guidance(VAAB System).- Machine Learning Approaches for Image Quality Improvement.- Natural Disaster Prediction by using Image based Deep Learning and Machine Learning.- A Novel Multi-Objective Differential Evolution Algorithm for Clustering Data Streams.- An Algorithm for Pre-processing of Areca nut for Quality Classification.- An Effect of Binarization on Handwritten Digits Recognition by Hierarchical Neural Networks.- Deep Convolutional Neural Networks (CNNs) to Detect Abnormality in Musculoskeletal Radiographs.
- (source: Nielsen Book Data)
(source: Nielsen Book Data)
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