Journal: Machine Learning and Knowledge Extraction

Volume 1, Issue 4

1039 -- 1057Lili Zhu, Petros Spachos. Towards Image Classification with Machine Learning Methodologies for Smartphones
1058 -- 1083Carl Leake, Hunter Johnston, Lidia Smith, Daniele Mortari. Analytically Embedding Differential Equation Constraints into Least Squares Support Vector Machines Using the Theory of Functional Connections
1084 -- 1099Luyun Gan, Brosnan Yuen, Tao Lu. Multi-Label Classification with Optimal Thresholding for Multi-Composition Spectroscopic Analysis
1100 -- 1120Kotaro Nakano, Basabi Chakraborty. Effect of Data Representation for Time Series Classification - A Comparative Study and a New Proposal

Volume 1, Issue 3

756 -- 767Haoran Wei, Nasser Kehtarnavaz. Semi-Supervised Faster RCNN-Based Person Detection and Load Classification for Far Field Video Surveillance
768 -- 784Badreddine Ben Nouma, Amar Mitiche, Youssef Ouakrim, Neila Mezghani. Pattern Classification by the Hotelling Statistic and Application to Knee Osteoarthritis Kinematic Signals
785 -- 804Mario Manzo. Graph-Based Image Matching for Indoor Localization
805 -- 831Dirk Tasche. Confidence Intervals for Class Prevalences under Prior Probability Shift
832 -- 847Maryem Rhanoui, Mounia Mikram, Siham Yousfi, Soukaina Barzali. A CNN-BiLSTM Model for Document-Level Sentiment Analysis
848 -- 870Ognjen Arandjelovic. Targeted Adaptable Sample for Accurate and Efficient Quantile Estimation in Non-Stationary Data Streams
871 -- 882Mario Manzo, Simone Pellino. Bag of ARSRG Words (BoAW)
883 -- 903Daulet Baimukashev, Alikhan Zhilisbayev, Askat Kuzdeuov, Artemiy Oleinikov, Denis Fadeyev, Zhanat Makhataeva, Huseyin Atakan Varol. Deep Learning Based Object Recognition Using Physically-Realistic Synthetic Depth Scenes
904 -- 927Usman Zahidi, Ayan Chatterjee, Peter W. T. Yuen. A Radiative Transfer Model-Based Multi-Layered Regression Learning to Estimate Shadow Map in Hyperspectral Images
928 -- 944Nicholas Ampazis, Theodoros Emmanouilidis, Flora Sakketou. A Matrix Factorization Algorithm for Efficient Recommendations in Social Rating Networks Using Constrained Optimization
945 -- 961Frank Emmert-Streib, Matthias Dehmer. Understanding Statistical Hypothesis Testing: The Logic of Statistical Inference
962 -- 973Mario Manzo. KGEARSRG: Kernel Graph Embedding on Attributed Relational SIFT-Based Regions Graph
974 -- 993Clayton Miller. More Buildings Make More Generalizable Models - Benchmarking Prediction Methods on Open Electrical Meter Data
994 -- 1012Ana L. Sousa, Tiago Pinto Ribeiro, Susana Relvas, Ana Barbosa-Póvoa. Using Machine Learning for Enhancing the Understanding of Bullwhip Effect in the Oil and Gas Industry
1013 -- 1038Frank Emmert-Streib, Matthias Dehmer. Introduction to Survival Analysis in Practice

Volume 1, Issue 2

552 -- 574Yousef Azabi, Al Savvaris, Timoleon Kipouros. Artificial Intelligence to Enhance Aerodynamic Shape Optimisation of the Aegis UAV
575 -- 589Blaz Skrlj, Jan Kralj, Nada Lavrac, Senja Pollak. Towards Robust Text Classification with Semantics-Aware Recurrent Neural Architecture
590 -- 610Zohreh Akbari, Rainer Unland. A Novel Heterogeneous Swarm Reinforcement Learning Method for Sequential Decision Making Problems
611 -- 629Muhammad Asif Manzoor, Yasser L. Morgan, Abdul Bais. Real-Time Vehicle Make and Model Recognition System
630 -- 640Gard B. Jenset, Barbara McGillivray. Enhancing Domain-Specific Supervised Natural Language Intent Classification with a Top-Down Selective Ensemble Model
641 -- 652Jeniffer Duarte Sanchez, Leandro Chaves Rêgo, Raydonal Ospina. Prediction by Empirical Similarity via Categorical Regressors
653 -- 683Frank Emmert-Streib, Matthias Dehmer. Large-Scale Simultaneous Inference with Hypothesis Testing: Multiple Testing Procedures in Practice
684 -- 697Mario Manzo, Alessandro Rozza. DOPSIE: Deep-Order Proximity and Structural Information Embedding
698 -- 714Stephen W. Carden, S. Dalton Walker. Exploration Using Without-Replacement Sampling of Actions Is Sometimes Inferior
715 -- 744Oliver Chikumbo, Vincent Granville. Optimal Clustering and Cluster Identity in Understanding High-Dimensional Data Spaces with Tightly Distributed Points
745 -- 755Jiye Zeng, Zheng-Hong Tan, Tsuneo Matsunaga, Tomoko Shirai. Generalization of Parameter Selection of SVM and LS-SVM for Regression

Volume 1, Issue 1

1 -- 20Andreas Holzinger. Introduction to MAchine Learning & Knowledge Extraction (MAKE)
21 -- 42Anestis Fachantidis, Matthew E. Taylor, Ioannis P. Vlahavas. Learning to Teach Reinforcement Learning Agents
43 -- 63Hirokazu Madokoro, Kazuhito Sato, Nobuhiro Shimoi. Category Maps Describe Driving Episodes Recorded with Event Data Recorders
64 -- 74Devin Joseph Frey, Avdesh Mishra, Md. Tamjidul Hoque, Mahdi Abdelguerfi, Thomas Soniat. A Machine Learning Approach to Determine Oyster Vessel Behavior
75 -- 114Sparsh Mittal. A Survey of ReRAM-Based Architectures for Processing-In-Memory and Neural Networks
115 -- 120Massimo Ferri. Why Topology for Machine Learning and Knowledge Extraction?
121 -- 137Giuliano Armano, Alessandro Giuliani, Ursula Neumann, Nikolas Rothe, Dominik Heider. Phi-Delta-Diagrams: Software Implementation of a Visual Tool for Assessing Classifier and Feature Performance
138 -- 148Frank Emmert-Streib, Matthias Dehmer. Inference of Genome-Scale Gene Regulatory Networks: Are There Differences in Biological and Clinical Validations?
149 -- 156Frank Emmert-Streib, Matthias Dehmer. A Machine Learning Perspective on Personalized Medicine: An Automized, Comprehensive Knowledge Base with Ontology for Pattern Recognition
157 -- 191Saptarshi Sengupta, Sanchita Basak, Richard A. Peters. Particle Swarm Optimization: A Survey of Historical and Recent Developments with Hybridization Perspectives
192 -- 204Adrien Chan-Hon-Tong. An Algorithm for Generating Invisible Data Poisoning Using Adversarial Noise That Breaks Image Classification Deep Learning
205 -- 210Aliyu Musa, Matthias Dehmer, Olli Yli-Harja, Frank Emmert-Streib. Exploiting Genomic Relations in Big Data Repositories by Graph-Based Search Methods
211 -- 223Pablo Gamallo 0001. Using the Outlier Detection Task to Evaluate Distributional Semantic Models
224 -- 234Donia Gamal, Marco Alfonse, El-Sayed M. El-Horbaty, Abdel-Badeeh M. Salem. Analysis of Machine Learning Algorithms for Opinion Mining in Different Domains
235 -- 251Frank Emmert-Streib, Matthias Dehmer. Defining Data Science by a Data-Driven Quantification of the Community
252 -- 264Anna Guitart, Pei-pei Chen, África Periáñez. The Winning Solution to the IEEE CIG 2017 Game Data Mining Competition
265 -- 286Wondimu K. Zegeye, Richard Dean, Farzad Moazzami. Multi-Layer Hidden Markov Model Based Intrusion Detection System
287 -- 311Harsh V. P. Singh, Qusay H. Mahmoud. Evaluation of ARIMA Models for Human-Machine Interface State Sequence Prediction
312 -- 340Meike Nauta, Doina Bucur, Christin Seifert. Causal Discovery with Attention-Based Convolutional Neural Networks
341 -- 358Guoqing Chao, Yuan Luo 0004, Weiping Ding 0001. Recent Advances in Supervised Dimension Reduction: A Survey
359 -- 383Frank Emmert-Streib, Matthias Dehmer. High-Dimensional LASSO-Based Computational Regression Models: Regularization, Shrinkage, and Selection
384 -- 399Thaís Justi de Toledo, Nunzio Torrisi. Encrypted DNP3 Traffic Classification Using Supervised Machine Learning Algorithms
400 -- 413Dragan Gamberger, Tjasa Stare, Dragana Miljkovic, Kristina Gruden, Nada Lavrac. Discovery of Relevant Response in Infected Potato Plants from Time Series of Gene Expression Data
416 -- 426Fedor Krasnov, Anastasiia Sen. The Number of Topics Optimization: Clustering Approach
427 -- 449Patrícia Espinheira, Luana da Silva, Alisson Silva, Raydonal Ospina. Model Selection Criteria on Beta Regression for Machine Learning
450 -- 465Abhishek Sehgal, Nasser Kehtarnavaz. Guidelines and Benchmarks for Deployment of Deep Learning Models on Smartphones as Real-Time Apps
466 -- 482Vinícius Jonathan Silva Araújo, Augusto Junio Guimarães, Paulo Vitor de Campos Souza, Thiago Silva Rezende, Vanessa Souza Araújo. Using Resistin, Glucose, Age and BMI and Pruning Fuzzy Neural Network for the Construction of Expert Systems in the Prediction of Breast Cancer
483 -- 491Makhamisa Senekane. Differentially Private Image Classification Using Support Vector Machine and Differential Privacy
492 -- 503Ioannis E. Livieris, Emmanuel G. Pintelas, Panagiotis E. Pintelas. Gender Recognition by Voice using an Improved Self-Labeled Algorithm
504 -- 520Parashar Dhakal, Praveen Damacharla, Ahmad Y. Javaid, Vijay Devabhaktuni. A Near Real-Time Automatic Speaker Recognition Architecture for Voice-Based User Interface
521 -- 551Frank Emmert-Streib, Matthias Dehmer. Evaluation of Regression Models: Model Assessment, Model Selection and Generalization Error