Search Results

Resolving the measurement uncertainty paradox in ecological management

1 code implementation28 Dec 2018

This paradox is best illustrated in the example of fisheries management, where many ideas that guide thinking about ecological decision making were first developed.

Decision Making Management

Neglecting Uncertainties Biases House-Elevation Decisions to Manage Riverine Flood Risks

1 code implementation17 Jan 2020

The U. S. Federal Emergency Management Agency (FEMA) recommends elevating existing houses to the Base Flood Elevation (the elevation of the 100-yr flood) plus a freeboard.

Applications Data Analysis, Statistics and Probability Statistical Finance

A Cooperative Multi-Agent Reinforcement Learning Framework for Resource Balancing in Complex Logistics Network

1 code implementation2 Mar 2019

Traditional solutions on these problems leverage combinatorial optimization with demand and supply forecasting.

Combinatorial Optimization Management +2

Drone-based RGB-Infrared Cross-Modality Vehicle Detection via Uncertainty-Aware Learning

2 code implementations5 Mar 2020

To address this dilemma, we further propose an uncertainty-aware cross-modality vehicle detection (UA-CMDet) framework to extract complementary information from cross-modal images, which can significantly improve the detection performance in low light conditions.

Management Object Counting +1

Optimum-statistical Collaboration Towards General and Efficient Black-box Optimization

1 code implementation17 Jun 2021

In this paper, we make the key delineation on the roles of resolution and statistical uncertainty in hierarchical bandits-based black-box optimization algorithms, guiding a more general analysis and a more efficient algorithm design.

A dynamic Bayesian Markov model for health economic evaluations of interventions in infectious disease

1 code implementation21 Dec 2015

Standard MMs are static, whereas ODE systems are usually dynamic and account for herd immunity which is crucial to prevent overestimation of infection prevalence.

Methodology

UCMCTrack: Multi-Object Tracking with Uniform Camera Motion Compensation

1 code implementation14 Dec 2023

In response to this, we introduce UCMCTrack, a novel motion model-based tracker robust to camera movements.

Motion Compensation Multi-Object Tracking +2

Generating with Confidence: Uncertainty Quantification for Black-box Large Language Models

1 code implementation30 May 2023

Large language models (LLMs) specializing in natural language generation (NLG) have recently started exhibiting promising capabilities across a variety of domains.

Management Question Answering +2

Skillful Twelve Hour Precipitation Forecasts using Large Context Neural Networks

2 code implementations14 Nov 2021

An emerging class of weather models based on neural networks represents a paradigm shift in weather forecasting: the models learn the required transformations from data instead of relying on hand-coded physics and are computationally efficient.

energy management Management +2

Rainbow Memory: Continual Learning with a Memory of Diverse Samples

1 code implementation CVPR 2021

Prevalent scenario of continual learning, however, assumes disjoint sets of classes as tasks and is less realistic rather artificial.

Continual Learning Data Augmentation +1