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Multimodal Information Retrieval
In today’s rapidly evolving digital landscape, the wealth of available information has expanded beyond the boundaries of traditional text-based...
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Retrieval Augmented Modeling
Till this point in our book, we have discussed the fundamental principles of information retrieval, exploring its key elements, and various...
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Outlook
While multimodal information retrieval has several exciting applications and a high potential for impact on important problems, there are several...
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Multimodal Content Generation
In this chapter, we will review the advances that are being made in this new field of multimodal content generation and also discuss several...
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Transformer-Driven Models for Language, Vision, and Multimodality
In this chapter, we will learn about the modeling and learning techniques that drive multimodal applications. We will focus specifically on the...
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Introduction
In this book, our emphasis is on multimodal information retrieval, specifically concentrating on text and image data. The traditional unimodal...
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Surrogate Constraints for Synchronized Energy Production/Consumption
We deal here with job scheduling under encapsulated renewable and non-renewable resource constraints, while relying on a case study related to energy...
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Neuron Pairs in Binarized Neural Networks Robustness Verification via Integer Linear Programming
In the context of classification, robustness verification of a neural network is the problem which consists in determining if small changes of inputs...
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Optimal Charging Station Location in a Linear Cycle Path with Deviations
Bicycle tourism is on the rise thanks to assisted-pedaling bikes, also known as e-bikes. While pedalling is still required on these bikes, they allow...
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On a Geometric Graph-Covering Problem Related to Optimal Safety-Landing-Site Location
We develop a set-cover based integer-programming approach to an optimal safety-landing-site location arising in the design of urban...
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A Context-Aware Framework to Support Decision-Making in Production Planning
In the scope of Industry 4.0, this paper showcases the design and implementation of a context-aware decision-making framework that simulates the...
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Implementation Patterns for Zone Architectures in Enterprise-Grade Data Lakes
In industry practice, zone models have been established as data lake architectures of choice to enable the reuse of data preparation, data modeling,...
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Designing Military Command and Control Systems as System of Systems – An Analysis of Stakeholder Needs and Challenges
In the context of capability development and to respond to the influence of new technology, a conceptual framework to support the integration of new...
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Variants of Variants: Context-Based Variant Analysis for Process Mining
An essential aspect of analyzing processes with process mining is the notion of variants. Analysts can make better decisions and improve processes by...
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On the Flexibility of Declarative Process Specifications
Declarative process specifications, such as Declare, provide a natural framework to capture flexible business processes. However, the specification...
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Improving Simplicity by Discovering Nested Groups in Declarative Models
Discovering simple, understandable and yet accurate process models is a well-known issue for models mined from real-life event logs. In this paper,...
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Improving Requirement Traceability by Leveraging Video Game Simulations in Search-Based Software Engineering
Video games pose different challenges during development and maintenance than classic software. For example, common and widespread assets, that are...
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Towards a Comprehensive Evaluation of Decision Rules and Decision Mining Algorithms Beyond Accuracy
Decision mining algorithms discover decision points and the corresponding decision rules in business processes. So far, the evaluation of decision...
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Observability for Quantum Workflows in Heterogeneous Multi-cloud Environments
Quantum workflows enable a robust, scalable, and reliable orchestration of hybrid applications comprising classical and quantum tasks. Varying...