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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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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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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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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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An Efficient Local Search Algorithm for Correlation Clustering on Large Graphs
Correlation clustering (CC) is a widely-used clustering paradigm, with many applications to problems such as classification, database deduplication,...
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Two Exact Algorithms for the Packet Scheduling Problem
We consider a classic packet scheduling problem [7] and its variants. This packet scheduling problem has applications in the areas of logistics, road...
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Dynamic Programming for the Fixed Route Hybrid Electric Aircraft Charging Problem
Air mobility is rapidly moving towards the development and usage of hybrid electric aircraft in multi-flight missions. Aircraft operators must...
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A Novel Approximation Algorithm for Max-Covering Circle Problem
We study the efficient approximation algorithm for max-covering circle problem. Given a set of weighted points in the plane and a circle with...
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Maximizing Utilitarian and Egalitarian Welfare of Fractional Hedonic Games on Tree-Like Graphs
Fractional hedonic games are coalition formation games where the utility of a player is determined by the average value they assign to the members of...
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GAMA: Genetic Algorithm for k-Coverage and Connectivity with Minimum Sensor Activation in Wireless Sensor Networks
In wireless sensor networks, ensuring k-coverage and connectivity is crucial in order to efficiently gather data and relay it back to the base...
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Algorithms for the Ridesharing with Profit Constraint Problem
Mobility-on-demand (MoD) ridesharing is a promising way to improve the occupancy rate of personal vehicles and reduce traffic congestion and...
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Single Image Dehazing Based on Dynamic Convolution and Transformer
In this paper, an end-to-end multi-stage dehazing network based on convolution and Transformer is proposed. The network design is divided into three...
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Critical \((P_5,dart)\) -Free Graphs
Given two graphs \(H_1\) and...
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Some Combinatorial Algorithms on the Dominating Number of Anti-rank k Hypergraphs
Given a hypergraph H(V, E), a set of vertices \(S\subseteq V\)...
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Graph Clustering Through Users’ Properties and Social Influence
Clustering is a basic technology in data mining, and similarity measurement plays a crucial role in it. The existing clustering algorithms,...
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Improved Approximation for Broadcasting in k-Path Graphs
Broadcasting is an information dissemination primitive where a message is passed from one node (called originator) to all other nodes in the network....
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On Half Guarding Polygons
Given a polygon P and a set of potential guard locations \(G \in P\)...
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Multi-Candidate Carpooling Routing Problem and Its Approximation Algorithms
Motivated by the carpooling services, we investigate a new and more challenging scenario for carpooling and model it as the Multi-candidate...