Notice: The reproducibility variables underlying each score are classified using an automated LLM-based pipeline, validated against a manually labeled dataset. LLM-based classification introduces uncertainty; scores should be interpreted as estimates. Full accuracy metrics and methodology are described in [1]
A Metric Space for Point Process Excitations
Authors: Myrl G. Marmarelis, Greg Ver Steeg, Aram Galstyan
JAIR 2022 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | We develop a number of estimators and validate the model by conducting several experiments. In particular, we investigate regional infectivity dynamics of COVID-19 in an early South Korean record and recent Los Angeles con๏ฌrmed cases. By additionally performing synthetic experiments on short records as well as explorations into options markets and the Ebola epidemic, we demonstrate that learning the embedding alongside a point process uncovers salient interactions in a broad range of applications. |
| Researcher Affiliation | Academia | Myrl G. Marmarelis EMAIL Greg Ver Steeg EMAIL Aram Galstyan EMAIL USC Information Sciences Institute |
| Pseudocode | No | The paper describes mathematical derivations and optimization steps, but it does not present any distinct section or block explicitly labeled as 'Pseudocode' or 'Algorithm'. |
| Open Source Code | No | The paper does not contain any explicit statement about releasing its own source code or provide a link to a code repository for the methodology described. |
| Open Datasets | Yes | We investigate regional infectivity dynamics of COVID-19 in an early South Korean record and recent Los Angeles con๏ฌrmed cases... The meticulous dataset released by the Korean Centers for Disease Control & Prevention (Kim, 2020)... We found a dataset of con๏ฌrmed cases in Los Angeles County curated by the Los Angeles Times (Welsh, 2020)... Welsh, B. (2020). Los angeles times. https://github.com/datadesk/ california-coronavirus-data. |
| Dataset Splits | Yes | The test set consisted of the last 30 days in the record, containing 631 incidences... The test set consisted of the last ๏ฌve days in the record, comprising 1,605 events out of the 5,000... The last 45 minutes of trading comprised each day s test set. |
| Hardware Specification | No | The paper does not provide specific hardware details (e.g., GPU/CPU models, memory amounts) used for running its experiments. |
| Software Dependencies | No | The paper does not provide specific software dependency details (e.g., library or solver names with version numbers) for replicating the experiments. |
| Experiment Setup | Yes | Table 1: HHG-B (ํ2 = 10 1,Eq. 18) ... HHG-A (ํ= 0.75,Eq. 16) ... HHG-DM. Table 2: (ํ= 3, ํ1 = 10 2, ํ2 = 10 1, ํ= 2). Figure 5: HHG-B (ํ1 = 102, ํ= 2), HHG-A (ํ= 10, ํ= 2), HHG-DM (ํผ= 1, ํ= 2). Table 3: HHG-B (ํ1 = 10 2, ํ= 3), HHG-A (ํ= 20, ํ= 2), HHG-DM (ํผ= 1, ํ= 3). Table 4: HHG-B (ํ1 = 101), HHG-A (ํ= 20)... Outcome of 1,000 epochs depicted. |