Amendment of Heuts-Selen's lotsizing and sequencing heuristic for single stage process manufacturing systems

Productivity;Production Scheduling;Manufacturing;production

Combining Residual Networks with LSTMs for Lipreading

We propose an end-to-end deep learning architecture for word-level visual speech recognition. The system is a combination of spatiotemporal convolutional, residual and bidirectional Long Short-Term Memory networks. We train and evaluate it on the Lipreading In-The-Wild benchmark, a challenging database of 500-size target-words consisting of 1.28sec video excerpts from BBC TV broadcasts. The proposed network attains word accuracy equal to 83.0, yielding 6.8 absolute improvement over the current state-of-the-art, without using information about word boundaries during training or testing.Comment: Submitted to Interspeech 201

Theories of Asbestos Litigation Cost - Why Two Decades of Procedural Reform Have Failed to Reduce Claimants\u27 Expenses

In twenty years of asbestos litigation, procedural reforms at all levels of the civil litigation system have failed to reduce plaintiffs’ attorneys’ fees. The result has been dramatic undercompensation of asbestos tort victims. This paper attempts to explain this remarkable fact using economic methodology. The paper offers three theories: First, that the continuing difficulty of assessing causation in asbestos and other mass tort cases predictably impedes the efforts of procedural reform to reduce costs; second, that changes in defendant and insurer risk attitudes have generated costly litigation; third, that collusion of plaintiffs’ attorneys to maintain prices cannot be ruled out. Each of these theories has some empirical support. Further, regardless of which turns out to be correct, the continuing high costs of civil litigation mean that resolution through the bankruptcy system will predictably harm future claimants, an unfair outcome. In the final assessment, civil procedure reform, the favored mechanism for resolving the asbestos case backlog, cannot achieve its objectives. Rather, reform must take into account substantive law and the motives and incentives of actors in the legal system. Holistic analysis of this type lends support to a comprehensive administrative remedies scheme, which has the best chance of decreasing the costs of compensation