This paper analyzes the complexity of on-line reinforcement learning algorithms, namely asynchronous realtime versions of Q-learning and value-iteration, applied to the problem of reaching a goal state in deterministic domains. Previous work had concluded that, in many cases, tabula rasa reinforcement...
in an expression such as "if x < 1:" you can generate a DynamicSite<Object, Int, Bool>. The site's Invoke method will be statically typed to take one argument as an integer and return a Boolean. The delegate inside the dynamic
Let's see another complicated aspect of MethodTable: Interface implementation. It's made to look simple to the managed environment by absorbing all the complexity into the layout process. Next, we'll show how the interfaces are laid out and how interface-based method dispatching really works. ...
First of all, let's understand what time complexity actually means. Formal definitions aside, we can say that if a code is O(f(n)), the time consumption of that code should be something like C*f(n)+S where C is a constant and S is something small compared to the rest. So let's...
1. Assign complexity ratings to each item in your completed inventory and determine each program or application's resulting overall complexity rating. 2. Determine the conversion priority of each program or application. Determining conversion priority After you have determined the complexity rating for ...
there is a loss of performance due to pipeline flushes during changes in program control flow. Another limitation to pipelines is the increased hardware and programmer complexity because of resource conflicts and data hazards. These limitations cause latency which has a significant impact on overall pe...
Kathpalia and Nagaraj recently introduced a causality measure, called Compression-Complexity Causality (CCC), which employs ‘complexity’ estimated using lossless data-compression algorithms for the purpose of causality estimation. It has been shown to have the strength to work well in case of missi...
Complexity vs. control The runtime API eases device code management by providing implicit initialization, context management, and module management. This leads to simpler code, but it also lacks the level of control that the driver API has. In comparison, the driver API offers more fine-grained...
In the dissertation we study the complexity of generalized quantifiers in natural language. Our perspective is interdisciplinary: we combine philosophical insights with theoretical computer science, experimental cognitive science and linguistic theories. In Chapter 1 we argue for identifying a part of meanin...
d, The chiral nature of topological transport in our system is clearly demonstrated by the ratio of 0.83 ± 0.03 between the intensities of the five leading versus trailing edge channel sites for each injection location evaluated for the entire set of edge excitations. The insets in c and...