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January 25, 2025
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How to solve real-world optimization problems: from theory to practice
Optimization problems occur everywhere. As more industrial tasks are automated, solving a problem takes us to the next set of problems with additional criteria, where further improvement is possible and our investigation goes on. Industries like paper, steel, leather, and so on... more
Quote
Reviews are an essential part of the continuous reassessment of the current stage of scientific knowledge in a field, and such assessment is... more
- Garvey & Gottfredson (1979)
Articles
New computer evaluation metrics for a changing world: Communications of the ACM

The sheer number of artificial intelligence (AI) applications and increasing demand for cloud computing technologies require effective plans for coping with requests related to computing resources. But how should managers of humongous data centers... more

Hardware (K.2...) | Jan 15 25

Towards combining commonsense reasoning and knowledge acquisition to guide deep learning: Autonomous Agents and Multi-Agent Systems

In artificial intelligence (AI), commonsense reasoning refers to the ability to make assumptions about the characteristics and nature of everyday situations, similar to how humans... more

Learning (I.2.6) | Jan 13 25

Explainability is not a game: Communications of the ACM

The increasing application of artificial intelligence (AI) in real-life decisions--from birth to death, from economic survival to irrecoverable debts by nations, from peace to war times and military manpower mobilization [1]--requires highly reliable machine learning (ML)... more

General (I.2.0) | Dec 27 24

Meta-learning approaches for few-shot learning: a survey of recent advances: ACM Computing Surveys

Gharoun et al. provide a comprehensive overview of meta-learning techniques, with a focus on how these methods facilitate learning from limited data (few-shot learning, FSL). They categorize recent... more

General (I.2.0) | Dec 20 24

The science of detecting LLM-generated text: Communications of the ACM

While artificial intelligence (AI) applications for natural language processing (NLP) are no longer something new or unexpected, nobody can deny the revolution and hype that started, in late 2022, with the... more

Natural Language (H.5.2...) | Dec 16 24

Adopting and sustaining microservice-based software development: Communications of the ACM

When a new software development paradigm appears, eager potential adopters often rush into it, not knowing what they do not know. Microservice-based software development is one... more

Software Development (K.6.3...) | Dec 13 24

Deep learning in medical image super resolution: a review: Applied Intelligence

Medical image super-resolution (SR) reconstruction is an active area of research, with the potential to make medical imaging safer and more accessible by enhancing the quality of images produced with low-cost equipment or reduced radiation doses. This paper provides... more

Learning (I.2.6) | Dec 11 24

Exploding the myths: an introduction to artificial neural networks for prediction and forecasting: Environmental Modelling & Software

Maier et al. examine artificial neural networks (ANNs) in this paper, aiming to clarify misconceptions and outline best practices for their application in prediction and forecasting. The authors first address myths about ANNs, such as the perception of them as black... more

Neural Nets (C.1.3...) | Dec 9 24

Sequential-hierarchical attention network: exploring the hierarchical intention feature in POI recommendation: World Wide Web

A point-of-interest (POI) recommender system has become an important and powerful tool for travelers. Such systems “model the impact of external factors on user behavior, such... more

General (H.3.0) | Dec 5 24

Shortcut learning of large language models in natural language understanding: Communications of the ACM

Du et al. write: “The shortcut learning behavior has significantly affected the robustness of [large language models, LLMs].” Predictions in these models “rely on dataset artifacts and biases within the hypothesis sentence.” LLMs (GPT-3 and T5) use a prompt... more

Natural Language (H.5.2...) | Nov 21 24

Books
Formal verification of structurally complex multipliers

Any reader familiar with computer organization knows the importance of the motherboard, the digital circuit for arithmetic logic units (ALUs), and the multiplier circuit for multiplying numbers. The subject of this book is verifying multiplier circuits. Specifically, it... more
Math (I.7.2...) | Jan 24 25

Longevity hubs: regional innovation for global aging

This is a book about innovating innovation. It posits a growing human need and purpose: “building a better world for aging adults and their loved ones.” Longevity hubs is divided into three parts. The preface and introduction explain the emergence and... more
General (K.4.0) | Jan 23 25

Critical systems thinking and the management of complexity

This is the first of two books by Dr. Jackson about critical systems thinking (CST). I discussed the other, Critical systems thinking: a practitioner’s guide, in a previous review [1]. That book was essentially a Reader’s Digest version of this one, written for practitioners... more
General (K.6.0) | Jan 21 25

Quantum machine learning: quantum algorithms and neural networks

Writing a book about a rapidly evolving technology like quantum computing (QC) is no easy task, especially in light of its potential impact on other rapidly developing fields such as deep machine learning, reinforcement learning (RL), natural language processing (NLP)... more
General (B.0) | Jan 20 25

High-performance web apps with FastAPI: the asynchronous web framework based on modern Python

For the software developer seeking to quickly build application programming interfaces (APIs) in Python using a modern approach, this is an excellent resource. The book quickly moves from introductory concepts, assuming some basic knowledge of Python, to... more
Web (I.7.1...) | Jan 17 25

Using artificial intelligence: absolute beginner’s guide

This book introduces artificial intelligence (AI) in a simple and practical way, making it perfect for readers with no prior experience. Michael Miller explains key AI concepts like machine learning, natural language processing (NLP), and computer vision, focusing... more
General (I.2.0) | Jan 14 25

Open radio access network (O-RAN) systems architecture and design

Along with long-term evolution (LTE), 5G promises not only high-speed data rate transferring but also Internet of Things (IoT) services, edge computing, and more. This book covers the technical details of 5G and the open radio access network (O-RAN) platform from... more
System Architectures (C.0...) | Jan 10 25

Digital and strategic innovation for Alpine health tourism: natural resources, digital tools and innovation practices from HEALPS 2 project

To quote Romanian-French playwright Eugène Ionesco, “It is not the answer that enlightens, but the question.” The dining table was a medieval innovation. And what was it for a wealthy Roman? The table was a... more
Tools (D.2.1...) | Jan 8 25

Petri net primer: a compendium on the core model, analysis, and synthesis

Modeling is used to analyze complex systems, and computer simulation of the systems is many decades old now. The model has to be computation-friendly in order to carry out the simulations. The book describes... more
Petri Nets (D.2.2...) | Jan 6 25

How to solve real-world optimization problems: from theory to practice

Optimization problems occur everywhere. As more industrial tasks are automated, solving a problem takes us to the next set of problems with additional criteria, where further improvement is possible and our investigation goes on. Industries like paper... more
Optimization (B.1.4...) | Jan 3 25


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