In machine learning and pattern recognition, a feature is an individual measurable property or characteristic of a phenomenon. Choosing informative, discriminating and independent features is a crucial element of effective algorithms in pattern recognition, classification and regression. Features are usually numeric, but structural features such as strings and graphs are used in syntactic pattern recognition. The concept of "feature" is related to that of explanatory variable used in statistical techniques such as linear regression.
Robert M. Haralick is Distinguished Professor in Computer Science at Graduate Center of the City University of New York (CUNY). Haralick is one of the leading figures in computer vision, pattern recognition, and image analysis. He is a Fellow of the Institute of Electrical and Electronics Engineers (IEEE) and a Fellow and past president of the International Association for Pattern Recognition. Professor Haralick is the King-Sun Fu Prize winner of 2016, "for contributions in image analysis, including remote sensing, texture analysis, mathematical morphology, consistent labeling, and system performance evaluation".
Sankar Kumar Pal is a computer scientist and the President of the Indian Statistical Institute (ISI), Kolkata. He is also a National Science Chair, Government of India. Prof. Pal is a computer scientist with an international reputation on pattern recognition, image processing, fuzzy neural network, rough fuzzy hybridization, soft computing, granular mining, and machine intelligence. He pioneered the development of fuzzy set theory, and neuro-fuzzy and rough-fuzzy computing for uncertainty modelling with demonstration in pattern recognition, image processing, machine learning, knowledge-based systems and data mining. Prof. Pal is widely recognized across the world for his pioneering and extraordinary contributions in Machine Intelligence, Fuzzy Logic, Soft Computing and Pattern Recognition. This has made India a leader in these disciplines in international scenario. He founded the Machine Intelligence Unit in 1993, and the Center for Soft Computing Research: A National Facility in 2004, both at the ISI. In the process he has created many renowned scientists out of his doctoral students.
Rangasami Lakshminarayan Kashyap was an Indian applied mathematician and a Professor of Electrical Engineering at Purdue University.
Informatics is the study of computational systems. According to the ACM Europe Council and Informatics Europe, informatics is synonymous with computer science and computing as a profession, in which the central notion is transformation of information. In some cases, the term "informatics" may also be used with different meanings, e.g. in the context of social computing, or in context of library science.
Richard J. Mammone is an American engineer, inventor, entrepreneur and professor. As an inventor, he holds over 15 patents. To date, he has formed four technology companies including SpeakEZ, a firm that specialized in voice recognition technology, and Computed Anatomy Inc., the business that pioneered LASIK eye surgery.
Mohammad Salameh Obaidat is a Jordanian American Academic/ Computer Engineer/computer Scientist and Founding Dean of College of Computing and Informatics at the University of Sharjah, UAE. He is the Past President & Chair of Board of Directors of and a Fellow of the Society for Modeling and Simulation International (SCS), and a Fellow of the Institute of Electrical and Electronics Engineers (IEEE) for contributions to adaptive learning, pattern recognition and system simulation . He was born in Jordan to The Obaidat known Family. He is the cousin of the Former Prime Minister of Jordan, Ahmed Obaidat and received his M.S. and Ph.D. in computer engineering from the Ohio State University, Columbus, Ohio, USA. He is known for his contributions in the fields of cybersecurity, Biometrics-based Cybersecurity, wireless networks, modeling and simulation, AI/Data Analytics. He served as President and Char of Board of Directors of the Society for Modeling and Simulation International, SCS, a Tenured Professor & Chair of Department of Computer Science at Monmouth University, Tenured Professor & Chair of Department of computer and Information Sciences at Fordham University, USA, Dean of College of Engineering at Prince Sultan University, and Advisor to the President of Philadelphia University for Research, Development and IT. He has chaired numerous international conferences and has given numerous keynote speeches.
Jitendra Malik is an Indian-American academic who is the Arthur J. Chick Professor of Electrical Engineering and Computer Sciences at the University of California, Berkeley. He is known for his research in computer vision.
Bir Bhanu is the Marlan and Rosemary Bourns Endowed University of California Presidential Chair in Engineering, the Distinguished Professor of Electrical and Computer Engineering, and Cooperative Professor of Computer Science and Engineering, Mechanical Engineering and Bioengineering, at the Marlan and Rosemary Bourns College of Engineering at the University of California, Riverside (UCR). He is the first Founding Faculty of the Marlan and Rosemary Bourns College of Engineering at UCR and served as the Founding Chair of Electrical Engineering from 1/1991 to 6/1994 and the Founding Director of the Center for Research in Intelligent Systems (CRIS) from 4/1998 to 6/2019. He has been the director of Visualization and Intelligent Systems Laboratory (VISLab) at UCR since 1991. He was the Interim Chair of the Department of Bioengineering at UCR from 7/2014 to 6/2016. Additionally, he has been the Director of the NSF Integrative Graduate Education, Research and Training (IGERT) program in Video Bioinformatics at UC Riverside. Dr. Bhanu has been the principal investigator of various programs for NSF, DARPA, NASA, AFOSR, ONR, ARO and other agencies and industries in the areas of object/target recognition, learning and vision, image/video understanding, image/video databases with applications in security, defense, intelligence, biological and medical imaging and analysis, biometrics, autonomous navigation and industrial machine vision.
Ulisses M. Braga Neto is a Brazilian-American electrical engineer and is currently Professor of Electrical and Computer Engineering at Texas A&M University. His main research areas are statistical pattern recognition, machine learning, signal and image processing, and systems biology. He has worked extensively in the field of error estimation for pattern recognition and machine learning, having published with Edward R. Dougherty the first book dedicated to this topic. Braga-Neto has also published a classroom textbook on Pattern Recognition and Machine Learning. He has also made contributions to the field of Mathematical morphology in signal and image processing.
David Atienza Alonso is a Spanish/Swiss scientist in the disciplines of computer and electrical engineering. His research focuses on hardware‐software co‐design and management for energy‐efficient and thermal-aware computing systems, always starting from a system‐level perspective to the actual electronic design. He is a full professor of electrical and computer engineering at the Swiss Federal Institute of Technology in Lausanne (EPFL) and the head of the Embedded Systems Laboratory (ESL). He is an IEEE Fellow (2016), and an ACM Fellow (2022).
René Vidal is a Chilean electrical engineer and computer scientist who is known for his research in machine learning, computer vision, medical image computing, robotics, and control theory. He is the Herschel L. Seder Professor of the Johns Hopkins Department of Biomedical Engineering, and the founding director of the Mathematical Institute for Data Science (MINDS).
Jianchang (JC) Mao is a Chinese-American computer scientist and Vice President, Google Assistant Engineering at Google. His research spans artificial intelligence, machine learning, computational advertising, data mining, and information retrieval. He was named a Fellow of the Institute of Electrical and Electronics Engineers (IEEE) in 2012 for his contributions to pattern recognition, search, content analysis, and computational advertising.
Sushmita Mitra is an Indian computer scientist. She is currently a Full Professor (HAG) and a former head of the Machine Intelligence Unit at Indian Statistical Institute, Kolkata. Her research interests include data science, machine learning, bioinformatics, soft computing and medical imaging. She got recognised as a fellow of IEEE for her neuro-fuzzy and hybrid approaches in pattern recognition.
Gregory D. Hager is the Mandell Bellmore Professor of Computer Science and founding director of the Johns Hopkins Malone Center for Engineering in Healthcare at Johns Hopkins University.
Moustafa Youssef is an Egyptian computer scientist who was named Fellow of the Institute of Electrical and Electronics Engineers (IEEE) in 2019 for contributions to wireless location tracking technologies and a Fellow of the Association for Computing Machinery (ACM) in 2019 for contributions to location tracking algorithms. He is the first and only ACM Fellow in the Middle East and Africa.
Jiaya Jia is a tenured professor of the Department of Computer Science and Engineering at The Chinese University of Hong Kong (CUHK). He is an IEEE Fellow, the associate editor-in-chief of one of IEEE’s flagship and premier journals- Transactions on Pattern Analysis and Machine Intelligence (TPAMI), as well as on the editorial board of International Journal of Computer Vision (IJCV).
Mário A. T. Figueiredo is a Portuguese engineer, academic, and researcher. He is an IST Distinguished Professor and holds the Feedzai chair of machine learning at IST, University of Lisbon.
Tyseer Aboulnasr is an Egyptian electrical engineer. She was formerly the Dean of the Faculty of Engineering at the University of Ottawa from 1998 to 2004 and the Dean of the Faculty of Applied Sciences at the University of British Columbia from 2008 to 2011. She is currently volunteering with NGOs and governments to promote research and innovation in Egypt.
Çetin Kaya Koç is a cryptographic engineer, author, and academic. His research interests include cryptographic engineering, finite field arithmetic, random number generators, homomorphic encryption, and machine learning.
