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This book is a remarkable collection of chapters covering a wide domain of topics related to artificial intelligence and its applications to the real world. The conference attracted a total of 494 submissions from many academic pioneering researchers, scientists, industrial engineers, and students from all around the world. These submissions underwent a double-blind peer-reviewed process. Of the total submissions, 176 submissions have been selected to be included in these proceedings. It is difficult to imagine how artificial intelligence has become an inseparable part of our life. From mobile phones, smart watches, washing machines to smart homes, smart cars, and smart industries, artificia...
This story is about something we all desire in all our lives – love. True love is above and way beyond all somatic pleasure. It is spiritual nirvana. The protagonist of the story, Sid, longs for love all his life. Circumstances keep him deprived of the love of his parents. In search for true love, Sid falls for Bhagya, a girl from his college. She rejects Sid and scorns him time and again. Heartbroken, Sid is led to believe that either true love doesn’t exist, or that he was unworthy to experience it. Sid decided that he would dedicate his life in serving and supporting needy people. While Sid gives up faith in love, true love finds him! Enter Dr Deepika, a charismatic young woman who is full of life and optimism. Sid experiences great joy and companionship in this selfless relationship. But, does he hold onto this, or does destiny have other plans?
Paloma Melgarejo is an author on one patent issued in Spain and one patent issued internationally, and has co-obtained plant variety rights for the following strawberry varieties: Aguedilla, Amiga, Carisma, Fontanilla, Fuentepina, Marina, Medina, and Santaclara. Maria Del Mar Jimenez-Gasco is an author on two patents issued in Spain, relating to the identification of Fusarium oxysporum.
Customer engagement is now a critical research priority in contemporary marketing. In this Handbook, a cadre of international scholars offer an overview of current research on this rapidly growing field of study.
The multi-volume set LNAI 12975 until 12979 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2021, which was held during September 13-17, 2021. The conference was originally planned to take place in Bilbao, Spain, but changed to an online event due to the COVID-19 pandemic. The 210 full papers presented in these proceedings were carefully reviewed and selected from a total of 869 submissions. The volumes are organized in topical sections as follows: Research Track: Part I: Online learning; reinforcement learning; time series, streams, and sequence models; transfer and multi-task learning; semi-supervised and f...
The multi-volume set LNAI 12975 until 12979 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2021, which was held during September 13-17, 2021. The conference was originally planned to take place in Bilbao, Spain, but changed to an online event due to the COVID-19 pandemic. The 210 full papers presented in these proceedings were carefully reviewed and selected from a total of 869 submissions. The volumes are organized in topical sections as follows: Research Track: Part I: Online learning; reinforcement learning; time series, streams, and sequence models; transfer and multi-task learning; semi-supervised and f...
AI agents must work in alliance with the humans, be it in mundane activities or in critical and strategic tasks to realize their full potential. This is crucial to envisage the objective of developing intelligent agents that can learn an act in noisy structured environment and are robust to observation density and quality. While extensive research and sophisticated techniques exist for faithfully modeling complex and rich information in structured noisy domains, robustness to density and quality are open challenges. Though AI agents are expected to learn/reason better with more data, yet arbitrarily large/dense data sets may, instead, lead to inefficiency, especially in structured domains. T...
Life and work of Krishna Mohan Banerjea, 1813-1885, Bengali missionary.
“Precision/personalized or stratified medicine” refers to the tailoring of medical treatment or drug administration to the individual characteristics of each patient treatment. It does not literally mean that a pharmaceutical company makes a drug for an individual patient for consumption and treatment but rather means the ability to stratify (or classify) individuals into sub-populations that differ in their responsiveness to a specific drug. A marker that provides information on the likely response to therapy, i.e., either in terms of tumor shrinkage or survival of the patient is termed “predictive biomarker”. Despite their promise in precision medicine and the explosion of knowledg...