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Newell, A (1990) Unified theories of cognition Cambridge, MA: Harvard University Press Qin, Y, Mitchell, T, & Simon, H (1992) Using explanation-based generalization to simulate human learning from examples and learning by doing Proceedings of the Florida A1 Research Symposium (pp 235-239) Ram, A, & Leake, D B (Eds) (1995) Goal-driven learning Cambridge, MA: MIT Press Rosenblwm, P, & Laird, J (1986) Mapping explanation-based generalization onto SOARFifih National Conference on Artificial Intelligence (pp 561-567) AAAI Press Russell, S (1989) The use of knowledge in analogy and induction San Francisco: Morgan Kaufmann Shavlik, J W (1990) Acquiring recursive and iterative concepts with explanation-based learning Machine Learning, 5, 39 Silver, B (1983) Learning equation solving methods from worked examples Proceedings of the I983 International Workshop on Machine Learning (pp 99-104) CS Department, University of Illinois at Urbana-Champaign Silver, B (1986) Precondition analysis: Learning control information In R Michalski et al (Eds), Machine Learning: An AI approach (pp 647470) San Mateo, CA Morgan Kaufmann Soloway, E (1977) Knowledge directed learning using multiple levels of description (PhD thesis) University of Massachusetts, Arnherst Tadepalli, P (1990) Tractable learning and planning in games (Technical report ML-TR-31) (PhD dissertation) Rutgers University Computer Science Department Tambe, M, Newell, A, & Rosenbloom, P S (1990) The problem of expensive chunks and its solution by restricting expressiveness Machine Learning, 5(4), 299-348 Waldinger, R (1977) Achieving several goals simultaneously In E Elcock & D Michie Pds), Machine Intelligence 8 London: Ellis Horwood Ltd Winston, P, Binford, T, Katz, B, & Lowry, M (1983) Learning physical descriptions from functional definitions, examples, and precedents Proceedings of the National Conference on Artijcial Intelligence (pp 433-439) san Mateo, CA: Morgan Kaufmann Wisniewski, E J, & Medin, D L (1995) Harpoons and long sticks: The interaction of theory and similarity in rule induction In A Ram & D B Leake (Eds), Goal-driven learning @p 177-210) Cambridge, MA: MIT Press.

Frequency ( 03 dB)

When writing a program for any platform, you should adhere to the MVC design pattern as closely as possible Rather than placing the database logic in a view or view controller, you created separate classes, insulating the view and controller layers from the database layer The MyDBProjectViewController knows nothing about the underlying SQLite3 library; the view controller only knows about PhotosDAO and PhotoDAO Notice you further separated the code by placing it in its own group, Model, under Classes All this separation makes debugging and maintaining the program easier It also makes reading and understanding this chapter s example code easier

70 to 10,000 Hz (mono), 20 to 20,000 Hz (hi-fi)

Purely inductive learning methods formulate general hypotheses by finding empirical regularities over the training examples Purely analytical methods use prior knowledge to derive general hypotheses deductively,This chapter considers methods that combine inductive and analytical mechanisms to obtain the benefits of both approaches: better generalization accuracy when prior knowledge is available and reliance on observed training data to overcome shortcomings in prior knowledge The resulting combined methods outperform both purely inductive and purely analytical learning methods This chapter considers inductive-analytical learning methods based on both symbolic and artificial neural network representations

To keep the task s length manageable and focused, rather than creating several data access methods in PhotosDAO, you only created one

aAnamorphic video can be recorded on any video system, but standard VCRs cannot format it for 4:3 televisions bAnalog VHS video does not actually have pixels, but the count can be approximated using TV lines of horizontal resolution (4:3 aspect ratio) and scan lines

In previous chapters we have seen two paradigms for machine learning: inductive learning and analytical learning Inductive methods, such as decision tree induction and neural network BACKPROPAGATION, general hypotheses that fit the seek observed training data Analytical methods, such as PROLOG-EBG, seek general hypotheses that fit prior knowledge while covering the observed data These two learning paradigms are based on fundamentally different justifications for learned hypotheses and offer complementary advantages and disadvantages Combining them offers the possibility of more powerful learning methods

- (NSMutableArray *) getAllPhotos;

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This method returns an array of PhotoDAO objects The getAllPhotos method first finds the database and opens it Because the database is in the resources folder, you can access it directly using the bundle s resourcePath