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ARTIFICIAL NEURAL NETWORKS PDFAkram S. MahmoodIn this paper, the artificial neural networks (ANNs) model in predicting the torsional strength of prestressed concrete beams is done. Experimental data of eighty two rectangular prestressed concrete beams under pure torsion from an existing available literature were used to develop ANN torsion model. The input parameters affecting the torsional strength of prestressed concrete beams were selected as dimensions of beams, steel ratio of transverse reinforcements, spacing of stirrups, steel ratio of longitudinal (main) reinforcement, prestressing force, concrete compressive strength, also flexural and splitting strengths. An algorithm of back propagation neural network (BPNN) with the log-sigmoid activation function is adopted due to its accuracy and results enhancement of predictions the torsional model. In addition to the ANN model is compared with ACI- 318 building code provisions for the design of prestressed concrete beams under pure torsion. The study illustrates that the ANN models give a very good predictions of the ultimate torsional strength of prestressed concrete beams.
What that says about the state of the hedge fund industry is anyone’s guess; on the one hand, we’re talking here about a market which has gone from a $1 trillion business to a $100 billion business, so anything (including bad performance) can be explained away by simply “moving market conditions”. On the other hand, the bulk of hedge fund investors (perhaps surprisingly given this) are not casual investors; they are long-term investors who need to be convinced that a fund will continue to provide a return at any given price.
The best performing hedge funds of 2013 rank the top three spots, and it’s certainly interesting to see that the return versus risk is roughly what we expected. That is, investors who bought and held a $10,000 account in a Pure Alpha fund for a year (or more likely a few years) made a return of 33%, which is on the higher end of the expected return, and better than S&P 500 futures, the spread between the S&P 500 index and a plain vanilla bond fund, but lower than an actively managed stock index fund.
Some applications, such as Java, require that the application directories and libraries are updated to a newer version before the user can update. However, there are some applications that are not explicitly API-specific, such as the X Window System, the X server source code, are automatically updated as required.
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