Temporal aggregation - PowerPoint PPT Presentation

Explore a novel approach for detecting credit card fraud using a semi-supervised attribute-driven graph representation. The technique leverages temporal aggregation and attention layers to automatically unify heterogeneous categorical attributes and detect fraudulent transactions without label leaka

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This research focuses on a system, known as ATPP, based on deep marked temporal point processes, designed for predicting mobile app usage patterns. By leveraging deep reinforcement learning frameworks and context-aware modules, the system aims to predict the next app a user will open, along with its

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Explore the realm of temporal data in TSQL queries, delving into the concepts of valid time and transaction time, different types of relations like snapshot and bi-temporal, and the significance of time dimensions in database management. Learn how temporal databases support time-related queries for

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This paper introduces the Localised Adaptive Spatial-Temporal Graph Neural Network model, focusing on the importance of spatial-temporal data modeling in graph structures. The challenges of balancing spatial and temporal dependencies for accurate inference are addressed, along with the use of distri

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Understanding the advantages and disadvantages of database normalization, the concept of aggregation in the ER model, and examples of creating ER diagrams using aggregation rules with related entities. Explore the benefits of smaller databases and better performance through normalization, and how ag

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Serials in library cataloging are modeled as complex constructs in IFLA LRM with considerations for whole/part and aggregation relationships. This module explores the intricacies of serial manifestations, issue manifestations, and the concept of WEM lock, providing insights into collocating closely-

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Visual systems utilize saccades to focus on objects, impacting temporal perception. This study explores the effects of saccades and stimulus location on perceived time, presenting findings from an experiment on temporal perception mapping with fixed visual duration. The method of psychometric functi

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Addressing implications of large-size RU aggregation on RTS/CTS in IEEE 802.11-17, focusing on the signaling of Enhanced High Throughput Format PPDU Bandwidth and puncturing in RTS/CTS frames. Proposing the use of HE MU-RTS Trigger frame to elicit CTS response from STAs, along with different CTS for

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Exploring the significance of price index formulas and aggregation methods in economic analysis. Learn about simple and weighted aggregate indices, elementary index calculations, and why aggregation methods are essential for computing price changes accurately.

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Explore the concepts of privacy-preserving prediction and learning in machine learning research, including differential privacy, trade-offs, prediction APIs, membership inference attacks, label aggregation, classification via aggregation, and prediction stability. The content delves into the challen

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In August 2019, key concepts for mortality aggregation were discussed at the NAIC National Meeting. The examples presented covered approaches under VM-20 language, emphasizing the importance of informed mortality segment assumptions through credible aggregation methods.

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Temporal entities and the modeling of simultaneity in CIDOC CRM are under discussion at the upcoming meeting. The current approach considers the cardinality of certain relations, aiming to streamline the representation of time-spans and spacetime volumes. The evolving perspectives on the spatial com

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This content delves into the intricacies of temporal and spatial information models, covering concepts such as existence, presence, and spatiotemporal relationships. It explores how entities are identified, events are witnessed, and durations are defined within these models. The interplay between ti

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Agreements have been reached on the RRM requirements and scaling factors for FR2 inter-band Carrier Aggregation, focusing on common beam and independent beam management. Discussions include alignment with Release 16 specifications, scenarios, and RF architectures. Interruption requirements for diffe

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The SYNERGY Reference Model, developed by a team of respected contributors, outlines strategies for effective data provision and aggregation. Led by renowned experts from FORTH, the model offers valuable insights for enhancing research practices and data management processes.

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Explore advanced concepts in temporal point processes through the lens of human-centered machine learning. Topics include marked temporal point processes, independent identically distributed marks, dependent marks, and mutually exciting marks. Learn about stochastic dynamical systems such as the Sus

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Wander Join is a technique for online aggregation using random walks, addressing challenges in efficiency and correctness in both transactional and analytical database workloads. It allows for complex analytical queries such as TPC-H queries and provides insights into revenue loss due to returned or

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In the realm of energy grid operations, DER aggregation plays a crucial role from both short and long-term perspectives, focusing on transactive energy and autonomous devices. Communication and coordination are key for successful monitoring and control, with a need for a common framework supporting

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Exploring secure outsourced aggregation techniques using one-way chains for wide-area shared sensing and weather monitoring. The unique characteristics, challenges, and solutions for dealing with malicious aggregators are discussed. The research presents the contributions and advancements in optimiz

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Detailed discussion on supporting the relay protocol in IEEE 802.11bn, covering relay addressing, end-to-end BA, relay TXOP protection, beacon forwarding, security processing, non-UHR STA support, sounding procedure, A-MPDU aggregation, de-aggregation, and more. The relay operation involves relay de

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SQL offers powerful aggregation functions like SUM, AVG, COUNT, MIN, and MAX to perform calculations on column data efficiently. By utilizing DISTINCT and GROUP BY clauses, you can manipulate and organize your data effectively in database systems while handling NULL values appropriately.

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Aggregation and Composition are two important concepts in object-oriented programming. Aggregation refers to a 'has-a' relationship where the contained object can survive independently, while Composition indicates that the member object is part of the containing class and cannot exist separately. Th

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The Manchester Township Community Energy Aggregation Program, implemented under GEA and BPU rules, allows residents to pool together for better energy prices. The program involves a competitive bid process, with the contract awarded to TriEagle Energy. Residents benefit from reduced energy costs, co

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During the 3GPP TSG-RAN4 Meeting #97e, discussions on Multi-RAT Dual Connectivity and Carrier Aggregation enhancements were held. A Work Item (WF) focusing on Idle mode Carrier Aggregation (CA) measurement Radio Resource Management (RRM) requirements was addressed. The meeting included topics such a

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The process of constructing a price index involves various steps such as computation of price relatives, aggregation at different levels, selection of base period, and designing data collection methods. Weighted arithmetic mean and simple ratio calculations are used in aggregating price indices. A t

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This study delves into LiMoSense, a live monitoring approach for dynamic sensor networks, exploring challenges such as correctness, convergence, and dynamic behavior. The research focuses on sensors' communication, aggregation of read values, and the use of bidirectional and unidirectional communica

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The document discusses the multi-link operation framework for IEEE 802.11-19/0773r0, focusing on load balancing and aggregation use cases. It introduces terminology related to multi-link logical entities and provides examples of multi-link AP and non-AP logical entities. The framework considers stee

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Enabling the creation of new scientific knowledge and discoveries, data aggregation platforms like CORE play a pivotal role in connecting repositories and facilitating structured data harvesting. These platforms contribute to the knowledge graph, support text and data mining, and offer valuable serv

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The GAINS research by Janusz Cofala and Zbigniew Klimont focuses on aggregation criteria for emission sources, macroeconomic parameters such as population and GDP, aggregation of energy-related sources, transport sources, and process sources. It also covers specific VOC processes/sources like solven

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Explore the concepts of temporal data models and time dimensions in databases, covering topics such as data structures, query languages, different timestamp types, valid time, and transaction time. Learn about the importance of supporting various time aspects in database systems and the complexities

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Exploring SQL aggregation operations such as AVG, COUNT, and more, along with the GROUP BY clause for grouping data based on specific attributes. Examples illustrate how to use these features effectively in SQL queries to retrieve meaningful insights from databases.

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This presentation provides an overview of a Link Aggregation Simulator designed to demonstrate and test LACP and DRCP operation. It guides users through creating devices, adding components, including link aggregation, and scheduling events. The simulator allows for testing of network components and

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In the context of IEEE 802.1ax standard, the distribution algorithms for Link Aggregation Control Protocol (LACP) are explained. The standard allows for flexibility in choosing distribution algorithms, with version 2 enabling explicit coordination. The problem of per-Aggregator distribution algorith

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Explore the challenges and solutions for publicly verifiable grouped aggregation queries on outsourced data streams, focusing on security, verification, and cloud computing. The research discusses how to handle large amounts of data using small memory components and emphasizes the importance of data

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Meeting #94-bis-eElectronic introduced general requirements for intra-band uplink non-contiguous carrier aggregation. Participants included KDDI, Skyworks, Qualcomm, and Huawei.

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The implementation of scoreboard operation for multi-link aggregation in IEEE 802.11-20/0681r0 document. The proposal aims to enhance TID throughput and reduce transmission delays by managing Sequence Numbers effectively. It introduces a solution to avoid discarding frames and optimize retransmissio

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This document discusses the requested configurations for intra-band UL non-contiguous carrier aggregation in the context of 3GPP WG4 meeting. It delves into the comparison of different PA/LO architectures and related general requirements for Rel-16. Key topics include applicability aspects, UE archi

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Web usage mining and e-business analytics play a crucial role in understanding and predicting online customer behavior. This involves answering important questions related to visitor origin, on-site activities, customer satisfaction, outcomes, content preferences, profitability analysis, and more. D

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Aggregation and composition are essential concepts in object-oriented programming, defining relationships between classes and objects. Aggregation allows objects of one class to own objects of another class, while composition represents a stronger relationship where the enclosing class controls the

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This content covers the importance and rules surrounding public metering identifiers and aggregation in the capacity market. It delves into the specifics of EMR metering and settlement processes. Understanding these concepts is vital for effective participation in the market and ensuring compliance

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