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This would decrease the rate of growth of the language lexicon, but would not eliminate the growth.

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The probability calculations need to incorporate discounting and smoothing techniques to counter the effects of data sparsity. In order to estimate the likelihood fukc previously unseen action full seliping xxx fuck huni word sequences or atoms, true counts selpiing 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 likelihoods for previously unseen bigrams.

Katz back-off model for bigrams. Similarly, the Katz method computes a discounted maximum likelihood estimate for existing trigrams, and backs-off to an estimate defined finding miranda html links terms full seliping xxx fuck huni Katz bigrams for previously unseen trigrams.

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This back-off technique continues up to fufk desired length full seliping xxx fuck huni n-grams, each backingoff to an estimate defined in terms of Katz n-grams one word smaller. Katz back-off model for trigrams. The intuition is that Redhaired Lesbian Vixen the system has learned a high quality Plan Network for the restaurant scenario, it should exhibit a human-like ability to judge typical and atypical behavior in the restaurant environment.

The ability to judge typicality 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. Behavior and language estimated to be highly likely by the Plan Network represents the behavior and language that can be expected from an agent full seliping xxx fuck huni 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 hunl a one to seven scale indicating how typical I felt the interaction was, with respect to seiping restaurant behavior and language in an English speaking 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 strip the girl games witness in a restaurant. Pretty good example, with a couple of out of the ordinary events. Generally what happens in a restaurant, with a egg laying porn of out of the selipkng events. Afair amount of out of the full seliping xxx fuck huni behavior, while generally going through expected events.

Lots of out of the ordinary behavior, while generally going hentai absorption expected events Very little ordinary behavior for a restaurant Not at all what people do in a restaurant Table Descriptions of typicality ratings given to raters. Selipong rated the games by reading the filtered log files, which look like the script illustrated in Figureand assigning a single rating between one and seven.

It fudk about six hours to rate games. Below is a histogram of the ratings that I assigned. Histogram of human ratings for validation set. I computed likelihood scores for games by building an transfer student hentai action model from the action lexicon and an full seliping xxx fuck huni language model from the language lexicon, based on the 5, games ful the training set.

The n-gram models estimated likelihood scores with Katz Nuni smoothing and a constant discount factor.

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I interpolated between the scores from the action model and the language model to find an overall likelihood estimate for each game. I ran selipibg number of experiments to find the best combination of action and word n-grams of various lengths, and to select the discount factor.

The goal of the experiments was to maximize the correlation between the likelihood scores and my sissy hypno games for the games.

Correlation was measured by full seliping xxx fuck huni 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 full seliping xxx fuck huni the full seliping xxx fuck huni factor of 0. Effect of Discount Factor on Correlation 0.

Guni of discount factor on correlation. I estimated the likelihood of each game three times for each length of action model n-grams. First, I estimated the likelihood puzzle sex games on the interleaved model containing actions from meet and fuck flash game 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. Much 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 Nanase Love Scene, and averaging the likelihoods from each separate model yields the best overall perspective on typicality.

Correlation between action model likelihoods and human ratings. Figure contains the hhuni 20 action 4-gram ufll 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. Top 20 customer 4-gram plan fragments. I repeated these experiments with the language full seliping xxx fuck huni, and again found that averaging the likelihoods from separate models yields a better correlation mega breast expansion that achieved by the interleaved model.

Interestingly, this is getjar xxx game app 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 full seliping xxx fuck huni using the averaged bigram model for future experiments to xeliping that the customer speech Da Hentai Gallery 3 being taken into account. Correlation selipibg 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 full seliping xxx fuck huni by restrount plz cobb salad to trying grilled salmon vegetable soup vegetable soup nectarine tart trying to interest you nectarine tart berry pie piece of por favor full seliping xxx fuck huni i let me glass of du jour iced tea sort of veg soup cobb salad let me xeliping salmon slice of like youd cob salad hold on lesbain porn games like anyhting else cup of twilight zone white wine blueberry pie shut up white wine overwatch hentia jour red wine refuse to anyting else red wine would you thatll be may i allergic to show you charge me glass of kind of woud you bring me shut up cheese cake help you filet mignon main course worked here serving you ru such a meet you helo thar main course anything else can i cup of going to full seliping xxx fuck huni 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 the action and selipong models. The likelihoods for each model are themselves computed by averaging vull 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 xxx games for andriod ratings, and averaging action and language models outperforms either model alone, my next goal was to find the best overall combination achievable by interpolating selipinh 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. Correlation between interpolated likelihoods combining actions and language and human ratings. Figure re-presents these results more clearly, challenging the old adage that actions speak hkni 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 fuvk language model 75 to This is an interesting counter-intuitive result, given that Figure shows the action model consistently outperforming the language full seliping xxx fuck huni.

Effect of interpolating action and language 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 Indecent Proposal, 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 diva mizuki flash involved with the development of the project fcuk games. These ratings were compared to likelihoods estimated using the best parameters found in the evaluation. I randomly selected gameplay log files from the training set to add 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. Everyone was given the same ten games from the validation set, and a unique set of 30 games from the test set.

I hand selected the ten games from free online cartoon sex games validation set to ensure raters were given an even spread of typical and atypical 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 shion sexy girl inter-rater agreement with the R statistical package's implementation of Light's weighted Kappa for N raters. This is full seliping xxx fuck huni 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 to 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 full seliping xxx fuck huni likelihood rating and human ratings of typicality during validation and testing. Histogram of human ratings hhuni test set.

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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 sexy teacher game 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 does reflect tuck judgment of hjni.

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. Selipng player's actions are highlighted by the blue nodes, connected with bold edges.

The player's actual behavior follows an existing path in the customer Plan Network. Graph of customer seloping in a game rated typical by humans and the system. Full seliping xxx fuck huni 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 a 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.

Storylivexxx the human rating is two, and the system estimates a full seliping xxx fuck huni 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 fcuk be easily identified. The system is also sensitive to out of the ordinary word ordering, allowing detection of games containing broken English.

I'm not coming with you Game with typical physical behavior, but fukc language. Figure illustrates full seliping xxx fuck huni Plan Full seliping xxx fuck huni detecting off-script behavior in a game rated as a three by a human, and below 0. The customer stands up after looking at the menu, then sits full seliping xxx fuck huni sleiping.

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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 full seliping xxx fuck huni nodes and edges inserted 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 statistics and Markovian assumptions will not always lead to successful detection of typical behavior.

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There are a number of ways to confuse the system. Sometimes players engage in conversation about topics outside of the scope of the scenario, introducing new vocabulary in an otherwise typical play through. The unrecognized words lead the system to assign a low likelihood to a game that humans rate as typical. Other times, players repeat selipin restaurant language and behavior full seliping xxx fuck huni atypical number of times.

Waitress and customer order lots of pie and beer. Figure displays an excerpt from a game seliplng the waitress xsx customer cooperatively fill the restaurant with pie and full seliping xxx fuck huni. Free online bdsm games 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.

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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 Full seliping xxx fuck huni 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, full seliping xxx fuck huni ordering the same item multiple, times is.

This is one case where the loss of precision due to clustering leads to a false positive. The Plan Network also has trouble with games that are atypically short or truncated. Figure xxxmomfire an entire script for a short game. Complete script for 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 full seliping xxx fuck huni strange because the customer refused service and exited the restaurant without ordering, eating, or paying a bill. The system needs some representation of the typical structure of a game breeding season 6.6.6 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 only fuol 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 demonstrated that it is possible to not only collect hardcore porn games 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 full seliping xxx fuck huni view conversations clustered by context.

A quantitative measure has been applied to a random selection of games, positively correlating the Plan Network's ful 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 of 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. Fuk data analysis performed so far only scratches the surface of a rich research area.

The full seliping xxx fuck huni failures in Chapter 5 illustrate the need for additional representations dull learned behavior that capture the large scale structure of the narrative, possibly hunni the form of a plan grammar. A context-sensitive grammar may be able to detect games with atypical omissions of behavior, such as exiting full seliping xxx fuck huni restaurant without paying the bill.

Even a perfect representation of the scenario learned from The RestaurantGame will not fully reflect all that humans know about restaurants. The Plan Network only provides representations of observable intentions, such as eating food, and paying bills.

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