{"cited_by_count":594156,"description":"This cluster of papers focuses on the clustering, classification, and analysis of time series data. It covers various algorithms and techniques such as dynamic time warping, feature extraction, deep learning, symbolic representation, multivariate classification, similarity measures, dimensionality reduction, and pattern discovery.","display_name":"Time Series Analysis and Forecasting","domain_id":"3","external_ids":{"openalex":"https://openalex.org/T12205","wikipedia":"https://en.wikipedia.org/wiki/Time_series_clustering"},"field_id":"17","id":"T12205","keywords":[{"display_name":"time series classification","id":"time-series-classification","score":0.4224,"url":"https://openalex.org/keywords/time-series-classification"},{"display_name":"multivariate time series","id":"multivariate-time-series","score":0.2031,"url":"https://openalex.org/keywords/multivariate-time-series"},{"display_name":"time series clustering","id":"time-series-clustering","score":0.422,"url":"https://openalex.org/keywords/time-series-clustering"},{"display_name":"multivariate time series forecasting","id":"multivariate-time-series-forecasting","score":0.45,"url":"https://openalex.org/keywords/multivariate-time-series-forecasting"},{"display_name":"time series similarity","id":"time-series-similarity","score":0.614,"url":"https://openalex.org/keywords/time-series-similarity"},{"display_name":"time series data mining","id":"time-series-data-mining","score":0.6115,"url":"https://openalex.org/keywords/time-series-data-mining"},{"display_name":"time series segmentation","id":"time-series-segmentation","score":0.3577,"url":"https://openalex.org/keywords/time-series-segmentation"},{"display_name":"multivariate time series classification","id":"multivariate-time-series-classification","score":0.6123,"url":"https://openalex.org/keywords/multivariate-time-series-classification"},{"display_name":"long-term time series forecasting","id":"long-term-time-series-forecasting","score":0.6489,"url":"https://openalex.org/keywords/long-term-time-series-forecasting"},{"display_name":"time series databases","id":"time-series-databases","score":0.2997,"url":"https://openalex.org/keywords/time-series-databases"},{"display_name":"univariate time series","id":"univariate-time-series","score":0.2424,"url":"https://openalex.org/keywords/univariate-time-series"},{"display_name":"time series representation","id":"time-series-representation","score":0.5428,"url":"https://openalex.org/keywords/time-series-representation"},{"display_name":"time series indexing","id":"time-series-indexing","score":0.7993,"url":"https://openalex.org/keywords/time-series-indexing"},{"display_name":"time series similarity search","id":"time-series-similarity-search","score":0.8985,"url":"https://openalex.org/keywords/time-series-similarity-search"},{"display_name":"time series imputation","id":"time-series-imputation","score":0.5037,"url":"https://openalex.org/keywords/time-series-imputation"},{"display_name":"time series foundation models","id":"time-series-foundation-models","score":0.3791,"url":"https://openalex.org/keywords/time-series-foundation-models"},{"display_name":"shapelets","id":"shapelets","score":0.5101,"url":"https://openalex.org/keywords/shapelets"},{"display_name":"time series alignment","id":"time-series-alignment","score":0.4875,"url":"https://openalex.org/keywords/time-series-alignment"},{"display_name":"symbolic aggregate approximation","id":"symbolic-aggregate-approximation","score":0.4666,"url":"https://openalex.org/keywords/symbolic-aggregate-approximation"},{"display_name":"multidimensional time series","id":"multidimensional-time-series","score":0.3106,"url":"https://openalex.org/keywords/multidimensional-time-series"},{"display_name":"time series representation learning","id":"time-series-representation-learning","score":0.7028,"url":"https://openalex.org/keywords/time-series-representation-learning"},{"display_name":"time series compression","id":"time-series-compression","score":0.4654,"url":"https://openalex.org/keywords/time-series-compression"},{"display_name":"zero-shot forecasting","id":"zero-shot-forecasting","score":0.4748,"url":"https://openalex.org/keywords/zero-shot-forecasting"},{"display_name":"time series distance measures","id":"time-series-distance-measures","score":0.7903,"url":"https://openalex.org/keywords/time-series-distance-measures"},{"display_name":"irregularly sampled time series","id":"irregularly-sampled-time-series","score":0.2662,"url":"https://openalex.org/keywords/irregularly-sampled-time-series"}],"legacy_keywords":["Time Series","Clustering","Dynamic Time Warping","Feature Extraction","Deep Learning","Symbolic Representation","Multivariate Classification","Similarity Measures","Dimensionality Reduction","Pattern Discovery"],"openalex_id":"https://openalex.org/T12205","source_created_date":"2024-01-23T15:27:13","source_updated_date":"2026-10-17T03:02:00","subfield_id":"1711","url":"/topics/T12205","works_api_url":"https://api.openalex.org/works?filter=topics.id:T12205","works_count":38314,"label":"Time Series Analysis and Forecasting","provider":"openalex","revision":"b216e98bc892b02d","taxonomy_revision":"f050b5d4780b1289","title":"Time Series Analysis and Forecasting","kind":"topic-directory","aeo_cohort":"topic-directory","catalogue_revision":"f050b5d4780b1289","numeric_address":"36183590874303583","address_version":"morton4x16-v1","coordinates":[3,17,1711,12205],"answer_status":"Directory metadata; local answer requires separate source review","truth_status":"Subject descriptor, not a factual answer or a demonstrated knowledge gap","reviewed_answer":null}