A Novel Discrete Time Series Representation With De Bruijn Graphs for Enhanced Forecasting Using TimesNet

A Novel Discrete Time Series Representation With De Bruijn Graphs for Enhanced Forecasting Using TimesNet

<p dir="ltr">In this paper, we present a novel method for advancing time series forecasting by representing discretized time series data through de Bruijn Graphs (dBGs). This method harnesses the capability of dBGs to encapsulate and project future states from historical sequences, t...

وصف كامل

محفوظ في:

التفاصيل البيبلوغرافية
المؤلف الرئيسي:	Mert Onur Cakiroglu (22927777) (author)
مؤلفون آخرون:	Hasan Kurban (13144983) (author), Elham Buxton (22927780) (author), Mehmet Dalkilic (13144986) (author)
منشور في:	2025
الموضوعات:	Information and computing sciences Artificial intelligence Computer vision and multimedia computation Machine learning Time series analysis De Bruijn graph TimesNet graph embeddings Forecasting Feature extraction Predictive models Data models Transformers Encoding Computational modeling Accuracy Training
الوسوم:	إضافة وسم لا توجد وسوم, كن أول من يضع وسما على هذه التسجيلة!

مواد مشابهة

Efficient Checking of Timed Ordered Anti-patterns over Graph-Encoded Event Log
حسب: M. Zaki, Nesma
منشور في: (2022)

Graph Computing Systems and Partitioning Techniques: A Survey
حسب: Tewodros Alemu Ayall (19273717)
منشور في: (2022)

Neuro-symbolic representation learning on biological knowledge graphs
حسب: Mona Alshahrani (3576653)
منشور في: (2017)

GDLL: A Scalable and Share Nothing Architecture Based Distributed Graph Neural Networks Framework
حسب: Duong Thi Thu Van (19499206)
منشور في: (2022)

Graph of Linear Transformations Over R
حسب: Badawi, Ayman
منشور في: (2022)

On the dot product graph of a commutative ring II
حسب: Abdulla, Mohammad Ahmad
منشور في: (2020)

DCT-Based Channel Attention for Multivariate Time Series Classification
حسب: Amine Haboub (22392097)
منشور في: (2025)

Short-term Wind Power Prediction
حسب: Marzbani, Fatemeh
منشور في: (2014)

Performance Analysis of Artificial Neural Networks in Forecasting Financial Time Series
حسب: Lasfer, Assia
منشور في: (2013)

Supporting secure dynamic alert zones using searchable encryption and graph embedding
حسب: Sina Shaham (17707254)
منشور في: (2023)

A Unified Model-Based Framework for the Simplified Execution of Static and Dynamic Assertion-Based Verification
حسب: Muhammad Waseem Anwar (9316557)
منشور في: (2020)

W-Transformers : A Wavelet-based Transformer Framework for Univariate Time Series Forecasting
حسب: Sasal, Lena
منشور في: (2022)

Robust Prediction of Wildfire Spread in Australia
حسب: Michael Palk (17947841)
منشور في: (2025)

Maximal clique enumeration. (c2007)
حسب: Barghout, Hamed
منشور في: (2007)

Graph of Linear Transformations over a Field
حسب: El-Ashi, Yasmine Ahmed
منشور في: (2019)

Ramsey numbers of partial order graphs (comparability graphs) and implications in ring theory
حسب: Badawi, Ayman
منشور في: (2020)

Efficient Approximate Conformance Checking Using Trie Data Structures
حسب: Awad, Ahmed
منشور في: (2021)

Edge-maximal <i>θ</i><sub>2k+1</sub>-free non-bipartite Hamiltonian graphs of odd order
حسب: M. M. M. Jaradat (14153370)
منشور في: (2022)

Deep Temporal and Structural Embeddings for Robust Unsupervised Anomaly Detection in Dynamic Graphs
حسب: Samir Abdaljalil (11513178)
منشور في: (2025)

Air catalytic biomass (PKS) gasification in a fixed-bed downdraft gasifier using waste bottom ash as catalyst with NARX neural network modelling
حسب: Muhammad Shahbaz (772838)
منشور في: (2020)

Suspicious Behavior Detection with Temporal Feature Extraction and Time-Series Classification for Shoplifting Crime Prevention
حسب: Nazir, Amril
منشور في: (2023)

A decentralized load balancing strategy for parallel search-three optimization. (c2010)
حسب: Mouawad, Amer E.
منشور في: (2010)

An inquiry-based modeling approach to developing graphing skills in seventh grade biology. (c2010)
حسب: Bou Hamdan, Diana
منشور في: (2010)

A Fuzzy Low-Dimensional Intersection Graph Representation Approach for Graph Compression and Anonymization
حسب: Yamout, Youssef
منشور في: (2021)

Energy markets restructure beyond 2022 and its implications on Qatar LNG sales strategy: Business forecasting and trend analysis
حسب: Noor Yusuf (15748120)
منشور في: (2024)

The planar connected face-dominating set problem. (c2015)
حسب: Hage-Ali, Dina Y.
منشور في: (2015)

The n-zero-divisor graph of a commutative semigroup
حسب: Anderson, David F.
منشور في: (2022)

On The Unit Dot Product Graph Of A Commutative Ring.
حسب: Abdulla, Mohammad Ahmad
منشور في: (2016)

LLMs Have Rhythm: Fingerprinting Large Language Models Using Inter-Token Times and Network Traffic Analysis
حسب: Saeif Alhazbi (17058108)
منشور في: (2025)

Enhancing Cross-Language Multimodal Emotion Recognition With Dual Attention Transformers
حسب: Syed Aun Muhammad Zaidi (22225033)
منشور في: (2024)

Real-time analysis of soccer ball–player interactions using graph convolutional networks for enhanced game insights
حسب: Fahad Majeed (22466596)
منشور في: (2025)

Behavioral Modeling of RF Power Amplifiers Using Real-Valued Time Delay Neural Networks
حسب: Bankole, Sharafa Idowu
منشور في: (2025)

Ramadan and match physical performance in professional Muslim football players: a three‐phase interrupted time-series league-wide study from the Qatar Stars League
حسب: Valter Di Salvo (3094752)
منشور في: (2025)

Epicasting: An Ensemble Wavelet Neural Network for forecasting epidemics
حسب: Panja, Madhurima
منشور في: (2023)

Multimodal Learning Techniques for Time Series Forecasting in Renewable Energy Systems: A Comprehensive Survey
حسب: Majdi Mansouri (16869885)
منشور في: (2025)

Graphical Insight: Revolutionizing Seizure Detection with EEG Representation
حسب: Muhammad Awais (263096)
منشور في: (2024)

Analyzing hydrodynamic changes in the Dubai Creek: a pre- and post-extension study
حسب: Elkersh, Khaled
منشور في: (2023)

Distilling Wisdom: A Review on Optimizing Learning From Massive Language Models
حسب: Dingzong Zhang (23275066)
منشور في: (2025)

A comparative analysis of resource allocation schemes for real-time services in high-performance computing systems
حسب: Muhammad Shuaib Qureshi (19680094)
منشور في: (2020)

AttDCT: Attention-Based Deep Learning Approach for Time Series Classification in the DCT Domain
حسب: Amine Haboub (22392097)
منشور في: (2025)