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DTSTART;TZID=UTC:20240424T110000
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SUMMARY:Learning and Stochastic Optimization for Industrial Mining Complexes - HEC Montreal
DESCRIPTION:Decision-making in complex and/or stochastic settings\, such as industrial mining complexes\, presents significant challenges across various sectors. This seminar will delve into a novel solution approach that integrates machine learning and optimization for mineral supply/value chains under supply and demand uncertainties. We will explore three interconnected paradigm shifts: 1) data-driven hyper-heuristics with a heuristic search tree and self-adaptive framework; 2) smart lifelong learning context-aware solvers\, with a hyper-heuristic for dynamic mining complex modeling\, neural diving policy for heuristic selection\, and neural branching policy with a soft branching strategy; and 3) a distributional perspective for warm-starting\, using historical solutions and graphical models for initial production schedules. The performance of the proposed approach will be demonstrated through computational results and case studies\, showcasing up to three orders of magnitude reductions in primal suboptimality and execution times\, and increased robustness in solutions yielding up to 40% higher net present values. Finally\, we will discuss insights\, potential limitations\, and future research directions in developing robust\, reasoning\, and responsible decision-support systems for industrial-scale uncertain environments. \nRegister here: https://www.gerad.ca/en/events/2201
URL:https://www.europeanbusinessreview.com/event/learning-and-stochastic-optimization-for-industrial-mining-complexes-hec-montreal/
LOCATION:Online Event
CATEGORIES:Executive Education Calendar
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DTSTART;VALUE=DATE:20240418
DTEND;VALUE=DATE:20240420
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CREATED:20240320T022703Z
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SUMMARY:Demand and supply of LTC services : new perspectives from economics\, sociology and political sciences - HEC Montreal
DESCRIPTION:The population of industrialized countries is aging\, leading to a prioritization of economic\, sociological\, and political issues related to support and long-term care programs for seniors. Quebec and Canada are not excluded from this demographic trend and several public reports demonstrate the need to examine the coverage\, generosity\, and costs of these programs to better plan for the years to come. \nThis event is organized by Marie-Louise Leroux (UQAM\, CIRANO) and Patrik Marier (Concordia University)\, in collaboration with CREEI\, CREGÉS\, FRQSC\, the RSI\, ESG UQAM\, Concordia University and CIRANO. \nIt will bring together numerous world-renowned researchers in political science\, economics\, and sociology\, aiming to take stock of the major questions linked to the issues around loss of autonomy\, stimulate discussion on these societal issues\, and provide possible answers. \nSome of the questions that will be addressed are: \n\nWhat solutions should public authorities put in place to provide adequate support and care for seniors and their caregivers?\nWill seniors have the financial resources to meet increased needs\, such as adapting their housing\, using nursing services and help with daily living tasks?\nWhat are the preferences of seniors regarding the mode of care in the event of loss of autonomy; do they prefer to stay at home or go to a residential and long-term care centre (chslds)? What are the issues linked to different modes of care?\nWhat are the financial and psychological consequences for the relatives (caregivers) of seniors losing their autonomy?
URL:https://www.europeanbusinessreview.com/event/demand-and-supply-of-ltc-services-new-perspectives-from-economics-sociology-and-political-sciences-hec-montreal/
LOCATION:CIRANO (Center for Interuniversity Research and Analysis of Organizations) – Suite 1400\, 1130 Rue Sherbrooke O #1400\, Montréal\, QC H3A 2M8\, Canada\, Montréal\, Canada
CATEGORIES:Executive Education Calendar
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