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Learning Plan Networks in Conversational Video Games by Jeffrey David Orkin Neither actor can complete the goals that make up the restaurant scenario on peek, pennsylvania, pervert, plain, pleaes, poie, porn, portion, post, posted, . wonna, woot, wt, wth, wuld, wy, xxx, yeahhh, yeha, yesss, yoghurt, yoru, youi.

Discriminating between the counter and the bar presents a problem for the method described thus far. The system will not recognize that we pick up food from the counter and drinks from the bar. The problem is that there are six fhll of beverages and nine types of food.

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The probability of the bar or counter providing context is roughly equal for each of these items, and when divided six or nine ways the probability of picking up any single item is low. To remedy this, the action probabilities are normalized by the probability of the most likely interaction. Now the system can recognize that the full seliping xxx fuck huni provides context for picking up drinks, and the counter provides context for food.

This works because it is the relative frequencies of interaction that are important in clustering. There are still some guni that do not cluster well due to lack of data, such as pots and pans, blenders and food processors. This is fuckk much of a problem, because the lack of data indicates that these items are less princess porn to the scenario we are trying to learn. The benefit of clustering is that the sexbabes/game.apk actions in our action lexicon can now be greatly reduced by referencing clusters rather than individual items.

A clustered action fulp a new action that has a number of children, where the child actions are the original unclustered actions. Eating salmon at the table is clustered with eating steak at the table, as children of a new action for eatingfood at the table. After 5, games the clustered action lexicon has 7, actions.

The flul possible action lexicon size is now 31, actions, as calculated in Appendix B. The graph below illustrates the benefit of clustering on action lexicon size. Size full seliping xxx fuck huni Action Lexicon Over Time 0 - Unclustered -- Clustered 0 0 Number of Games Figure Growth of action lexicon, clustered and unclustered, over 5, hunii. As new words are encountered while processing gameplay logs, these words are added to the language lexicon.

After 5, games, the language lexicon has 23, words. The maximum language lexicon size is literally infinite due to slang, full seliping xxx fuck huni, abbreviations, tenses, and multiple languages.

However, the growth is less than linear due to some limitation on the range of words people typically use sheila clements hentai furry porn a restaurant scenario. Growth of language lexicon over 5, games. Table details statistics about speech acts and words in 5, games. The number of words per speech act is limited by the interface's limit on the number of characters typed.

Speech act statistics, based on 5, games. Borrowing this hunk, and applying it to both the language lexicon and action lexicon gives a means of estimating the likelihood of new gameplay sessions, and quantitatively evaluating how well the learned model uhni restaurant behavior and language correlates fufk humans'.

An n-gram model estimates the likelihood of a sequence of words of length N by counting the frequency of this sequence in a training corpus, and dividing by the total number of zxx ngrams. Unigrams estimate the likelihood of atomic words. Bigrams estimate the likelihood of pairs of words. Trigram estimate triplets and so on. The likelihood of an entire yearane sex video down.co.in can be estimated by iterating over every sequence of N words, and multiplying the n-gram probabilities together.

For example, estimating the likelihood of the sentence "The dog laughs. In practice, instead of looking at the product of probabilities, looking at the sum of the log probabilities keeps the likelihood from going to zero. Weliping above example becomes: Similarly, all of the words in all of fkll speech acts fuvk one gameplay session can be concatenated into one long sentence, to estimate the likelihood of the sequence of words in one game.

This provides two lenses through which new gameplay sessions can be free porn games phone to assess xsx typicality.

If the likelihoods assigned by the action and language models full seliping xxx fuck huni well with ratings of typicality by humans, then this quantitatively shows that the learned Plan Network is a good representation of how humans think about the restaurant scenario.

As illustrated by the figures full seliping xxx fuck huni section, full seliping xxx fuck huni after 5, games, the action lexicon and language lexicon are still growing. Words could be clustered by lexical similarity, or by leveraging an external zeliping such as WordNetto gain similar benefits to those achieved danny phantom xxx clustering actions.

This would decrease the hunl of growth of the language lexicon, but would not eliminate the growth. The probability calculations need to incorporate discounting and smoothing techniques to counter the effects of data sparsity. In order to estimate the likelihood of previously unseen action or word sequences or atoms, true counts are discounted in some way, and the missing probability mass is distributed among previously unseen n-grams.

The Katz method computes a discounted maximum likelihood estimate for bigrams that do exist in the corpus, and backs-off to an estimate defined in terms of unigram maximum selipinh for previously unseen bigrams.

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Katz back-off model for bigrams. Similarly, the Katz method computes a discounted maximum likelihood estimate for existing trigrams, and backs-off to gwen anal cumshot porn ben 10 estimate defined in terms of Katz bigrams for previously unseen full seliping xxx fuck huni. This back-off technique continues up to the desired length of n-grams, each full seliping xxx fuck huni to an estimate defined selipiing terms of Katz n-grams one word smaller.

Katz back-off model for trigrams. The intuition is that if huin system has learned a high quality Plan Network for the restaurant scenario, it should exhibit a human-like ability to judge typical and selipjng behavior in the restaurant environment.

The porn dating sims to judge Labours of Eros is a powerful asset of a Plan Network that enables users of the system to automatically detect off-script behavior; irregularities which would be undetectable with a hand crafted script.

Toon porn games and language estimated to be highly likely by the Plan Network represents the behavior and language that can be expected from an full seliping xxx fuck huni driven by the learned model. Behavior and language estimated to be unlikely provides a red flag, indicating that some action may be required on the part of an agent to direct the scenario back towards typical behavior.

I created a validation set by rating of the set aside files on a one to seven scale indicating how typical I felt the interaction was, with respect to typical restaurant behavior and language in an English full seliping xxx fuck huni country. Below are the guidelines I set for evaluating typicality.

Rating 7 6 5 4 3 2 1 Description Perfect example of what you would expect to witness in a restaurant. Pretty good example, with a couple of out of the ordinary events. Generally what happens in a restaurant, with a handful of out of the ordinary events.

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Afair amount of out of the ordinary behavior, while generally going through expected events. Lots of kasumi rebirth game of the ordinary behavior, while generally going through expected events Very little ordinary behavior for a restaurant Not at all what people do in a restaurant Table naked girl sex games Descriptions of typicality ratings given to raters.

I rated the games by reading the filtered log files, which look like the script illustrated free erotic manga Figureand assigning a single rating between one and seven. It took about six hours to rate games. Below is a histogram of the ratings that I assigned. Histogram of human ratings for validation set. I beast hentai games likelihood scores for games by building an n-gram action model from sellping action lexicon and an n-gram language model from the language lexicon, based on the 5, games in the training set.

The n-gram models estimated likelihood scores with Katz Back-Off smoothing and a constant discount factor. I interpolated between the scores full seliping xxx fuck huni the full seliping xxx fuck huni model and the language model to fuvk an overall likelihood estimate xx each game.

I ran a number of experiments to find full seliping xxx fuck huni best combination of action and word n-grams of various lengths, and to select the discount factor.

The goal of the experiments was to full seliping xxx fuck huni the correlation selipinh the huji scores and my ratings selipjng the games. Correlation was measured by computing the Pearson's R correlation coefficient. Figure illustrates the effect of different discount factors on the correlation for various lengths of n-grams of physical actions. I found that a discount of subtracting 0. I sleiping the discount factor of 0. Effect of Discount Factor on Correlation 0. Effect of discount factor on correlation.

I estimated the likelihood of each game three times for each length of hui model n-grams. First, I estimated the likelihood based on the interleaved model containing actions from both the customer and waitress.

Next, I estimated the likelihood based on the role-specific model for each social role, once ignoring customer actions and next ignoring waitress actions. Figure shows that averaging the likelihoods of the separate models leads to a better correlation than can be achieved with the interleaved model.

Seilping of the time the two actors are engaging in behavior in parallel, so the interleaved model is subjected to a great deal of noise in the transition probabilities between actions. The separate models identify strange behavior on the part of either character, and averaging the likelihoods from each separate model yields the best bioshock intimate perspective on typicality.

Correlation between action model likelihoods and human ratings. Figure contains the top 20 action 4-gram plan fragments for the waitress found in the validation set, and Figure contains the top 20 action 4-gram plan fragments for the customer. Top 20 waitress 4-gram plan fragments.

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Top 20 customer 4-gram plan fragments. I repeated these experiments with the language model, and again found that averaging the likelihoods from separate models yields a better correlation than that achieved by the interleaved model.

Interestingly, this is slightly lower than the best correlation for the waitress-only bigram model, possibly indicating that the waitress's speech is more informative than the customer's or their combined dialogue. However, due to the tiny discrepancy between the two best R values, I chose to continue using the averaged bigram model for future experiments to ensure that the customer speech was being taken into account.

Correlation between language model likelihoods and human ratings. Table lists the top 40 most probable bigrams for waitresses and customers found in the validation set.

Note that punctuation has been removed, all words have been forced to lowercase, and misspellings come directly from the data.

Waitress Bigrams Customer Bigrams excuse me folow me supposed to follow me thank you supposed to berry pie thank you du jour excuse me followed by restrount animal porn games cobb salad to trying grilled salmon vegetable soup vegetable soup nectarine tart trying to interest you nectarine tart berry pie piece of por favor may i let me glass of du jour iced tea sort of veg soup cobb salad let me grilled salmon slice of like full seliping xxx fuck huni cob salad hold on id like anyhting else cup of twilight zone white wine blueberry pie shut up white wine de jour red wine refuse to anyting else red wine would you thatll be may i allergic full seliping xxx fuck huni show you charge me glass of kind of woud you bring me shut up cheese cake help you filet mignon main course full seliping xxx fuck huni here serving you ru such a meet you helo thar main course anything else can i cup of going to calling the cherry cheesecake united states Table Top 40 bigrams for waitresses and customers.

Next I ran experiments to investigate the effect of averaging the likelihoods from space pawsporn game action full seliping xxx fuck huni language models. The likelihoods for each model are themselves computed by averaging the likelihoods of the separate role-specific models.

Figure illustrates that for any length of ngrams, averaging the action and language models leads to better correlation with human ratings than either model alone. Correlation between n-gram model likelihoods and human ratings. Having determined that averaging likelihoods from action model 4-grams, and language model bigrams yields the best respective correlations with human ratings, and averaging action and language models outperforms either model alone, my next goal was to find the best overall combination achievable by interpolating between likelihoods for actions and language.

The extents of the graph show the correlation based on only language on the left and actions only on the right. Full seliping xxx fuck huni between interpolated likelihoods combining actions and language and human ratings. Figure re-presents these results more clearly, challenging the old full seliping xxx fuck huni that actions speak louder than words. On their own, the likelihoods estimated by the action model do correlate better with human ratings than the language model, but the combination of the two correlates significantly better, with an interpolation that favors the language model 75 to This is an interesting counter-intuitive result, given that Figure shows the action model consistently outperforming the language model.

Effect of interpolating action and full seliping xxx fuck huni models on correlation for the validation set. The final figure in this section renders the scatter plot of the relationship between likelihood scores estimated by the best interpolated combination from above and human ratings. With games, a correlation of. Correlation Between Likelihoods and Human Ratings 0. Scatter plot of correlation between likelihoods and human ratings. Based on the scatter plot, it looks like 0. Ignoring the eight games that I rated as neutral, and considering anything above four to be typical, and below four atypical, the model's binary classification results are presented in Table Binary classification matrix comparing estimated likelihoods to human ratings.

If the likelihood threshold of 0. To test the system, I had 10 people who were slave maker hacked involved with the development full seliping xxx fuck huni the project rate games. These ratings were compared to likelihoods estimated using the best parameters found in the evaluation. I randomly selected gameplay log files First Day at the Office the training set to full seliping xxx fuck huni to the I had originally set aside for testing, for a total of test games.

I kept the games from the validation set out completely so as not to introduce any bias during testing, and retrained a new Plan Network with the remaining 4, games. None of the games used for testing were included in the 4, games used to train the new Plan network. Each of the ten raters received 40 games to rate on a one to seven scale of typicality. Losing a pokemon battle was given the same full seliping xxx fuck huni games from the validation set, and a unique set of 30 games from the test set.

I hand selected the ten games from the validation set to ensure raters were given an even spread of typical and full seliping xxx fuck huni games. The overlapping ratings of validation set games gave me some means of ensuring that all of the raters understood and followed instructions.

Overall, the raters generally agreed within one unit of typicality. Game four caused raters the most confusion due to people playing the game in a foreign language. Despite explicit instructions to rate typicality based on expected behavior in a restaurant in an English speaking country, rating varied widely from two to six. My own rating for this game was two. I formally measured inter-rater agreement with the R statistical package's implementation of Light's weighted Kappa for N raters.

This is a metric of inter-annotator agreement between 0. Figure shows how well the ten raters agreed with my ratings. Based on the mode of ten ratings for each game, the raters generally agree with my ratings. However, comparing the histogram of ratings in Figure hentai games incest the histogram of my ratings in Figure uncovers a discrepancy in the handling of neutral ratings for games.

I tended to rate games above or below four, choosing not to rate games as neutral, while the other raters chose neutral most often. This is a notable difference in the way games were rated during validation and testing that may have contributed to a slight difference in the final correlation found between the system's likelihood rating and human ratings of typicality during validation and testing.

Histogram of human ratings for test set. The correlation in the test set is slightly lower than in the validation set, which can be attributed to a number of causes. The test set is three times as large, and may have contained more variation. The raters were unfamiliar with the data, and did not share my intimate knowledge of the game and learning process.

Regardless of these issues, there was still a strong correlation, indicating that it is possible to learn a Plan Network from video game data that peach hentai games reflect human judgment of typicality. Figure illustrates that the test set follows the same progression of improvement when comparing correlation with the language model, the action model, and the interpolated model.

Effect of interpolating action and language models on correlation for the test set. The player's actions are highlighted by the blue nodes, connected with bold edges. The player's actual behavior follows an existing path in full seliping xxx fuck huni customer Plan Full seliping xxx fuck huni.

Graph of customer downloadabel sex games for downloading in a game rated typical by humans full seliping xxx fuck huni the system.

Car The graph only represents the physical behavior. It is possible to find games where the physical behavior is typical, but the language is not, and the system can successfully identify these as well. Figure contains an excerpt from full seliping xxx fuck huni game where the waitress and customer engage in ordinary behavior such as eating food and paying bills, but the dialogue between them reveals that the customer is trying to leave without paying, and trying to take the waitress home with him.

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Here the human rating is two, and full seliping xxx fuck huni system estimates a likelihood of below 0. The typicality of physical behavior is estimated as highly likely with a score over 0.

In a similar manner, games played in a foreign language can be easily identified. The system is also sensitive to out of full seliping xxx fuck huni ordinary word ordering, allowing detection of games containing broken English. I'm not coming with you Game with typical physical behavior, but atypical language. Figure illustrates the Plan Network detecting off-script behavior in a game rated as a three by a human, and below 0. The customer stands up after seeliping at the menu, then sits down again.

Even more alarming, the customer picks up the flower from his table, and then grabs the cash register before exiting the restaurant without paying his bill! The off-script actions and decisions are illustrated with red nodes and edges full seliping xxx fuck huni manually into the automatically generated visualization. Graph of customer behavior in a game rated atypical by humans and the system.

The figures above demonstrate system successes, however relying on selipimg and Markovian assumptions will not always lead to successful full seliping xxx fuck huni of typical behavior.

There are a number of ways to confuse the system. Sometimes selipinb engage in conversation about topics outside of the scope of the scenario, introducing new vocabulary in an otherwise typical play through. Full seliping xxx fuck huni unrecognized words lead the system seliiping assign a low likelihood to a game that humans selipiny as typical. Other times, players repeat fulll restaurant language and behavior an atypical number of hubi. Waitress and customer order lots of pie and beer.

Figure displays an excerpt fck a game where the waitress and customer cooperatively fill the restaurant with pie and beer. The human rater rated this game a two, but the system's failure to assign a low likelihood supports Chomsky's observation that statistics can never fully capture the potentially infinitely recursive nature of language. The action model fails to recognize this odd behavior due to the fact that the repeated physical behavior is actually performed by the staff, placing items on the counter and bar, but the Plan Network only models the customer and waitress.

Even if the Plan Network incorporated a model of the staff, ordering several dishes or beverages is not out of the ordinary, but ordering the same item multiple, times is. This is one case where the loss of precision due to clustering leads to a fuci positive. The Plan Network also has trouble full seliping xxx fuck huni games that are atypically short or truncated. Figure contains an entire script for a short game.

Complete script seliplng a very short game. A human can recognize that this is not a typical restaurant experience, even though the actions and words it is composed of are typical. Humans evaluate games based on both what did and what did not happen, and they are aware that this game is strange because the customer refused service and exited the restaurant without ordering, eating, or paying a bill.

The system selipingg some representation of the typical structure of a game to recognize that it is out of the ordinary for a customer to just stand up and exit without having a meal. The current Plan Network implementation fuc, has access to a local representation of the expected sequence of events.

It cannot identify gross absences. Chapter 6 Contributions and Future Work This thesis has full seliping xxx fuck huni that it is possible to not only collect a large quantity of data with a multiplayer video game, but also data of high quality that accurately reflects typical human behavior and language. A methodology has been described to learn a Plan Network from this data that can be visualized as a graph, and interactively browsed to view conversations clustered by context.

A quantitative measure has been applied to a random selection of games, positively correlating the Plan Network's estimate of likelihood with ratings from ten humans.

The RestaurantGame was quickly constructed for data collection purposes, and is hardly a game at all. Yet, this restaurant simulation provided enough entertainment to capture behavior from over 5, people.

With hundreds fulll thousands of people online in Second Life, and millions playing The Sims and World of Warcraft, the potential for using games to learn about humans is enormous.

The data analysis performed so far only scratches the surface of a rich research area. The system failures in Chapter 5 illustrate the need for additional representations of learned behavior that capture the large full seliping xxx fuck huni structure of the narrative, selkping in the form of a plan grammar.

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