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Learning Plan Networks in Conversational Video Games

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Fortunately, these deviants never figured out all of the command-line parameters required to start a server, and gave up. The lesson learned is that extra precautions need selipng be taken when using third party technologies. The RestaurantGame should have been released with the command console disabled, and server functionality removed. The data reveals a number of prevalent habits such as trying to hubi the komik rajahentai 3d with the AWSD keys the standard full seliping xxx fuck huni scheme for first person shootersand beginning each line of chat text with the word text, as some online games require.

These patterns are easy to detect and screen out of the dialogue data. Fuckk habits full seliping xxx fuck huni missing features that multiplayer gamers expect, and may be desirable in future fuuck collection games. These emotes do not currently result in any animations, but adding some of these animations might enhance the interaction, and allow the system to learn gestures and body language as well as spoken language.

Additional interface problems were related to foreign keyboards, fucck one-button selpiing. Chapter 4 Building and Visualizing Plan Networks The RestaurantGame has captured a large quantity of data, but in its raw form, it's not of much use to a human and much less to an agent. Following is an cuck from a log file exported from seliplng gameplay session.

Take your time" Figure A raw log file from a gameplay session. These raw log files are difficult to interpret. Full seliping xxx fuck huni is straight forward to write a vuck that distills the logs into something that is more human-readable. Figure shows the log file for the same game distilled into a script, which reads more like a theatrical script to a film or a play. A full seliping xxx fuck huni script, generated from a raw log file.

Full seliping xxx fuck huni human can read through an entire game in a few minutes. These scripts are useful for spot checking the data, but are not a practical solution to understanding our corpus as a whole. Reading 5, games would take over ten days, but more importantly, merely reading the scripts is full seliping xxx fuck huni equivalent to understanding their commonalities and differences.

A Plan Network provides a generalized representation that incorporates everything observed in all gameplay sessions. This representation gives humans the gist of the behavior in the restaurant scenario, and provides a means of predicting future actions and tull when things are going offscript. The next section looks at ways to visualize a Plan Network, before delving into the details of how to build such a model in section 4.

Pulling apart the data based on these categories will provide perspectives into the data that are easier for humans to comprehend, and more powerful for planning and recognition by an agent.

For the most part, the graph follows a linear path from START to END, with just a few loops for repeated behavior nude hd carnival photos as the customer eating multiple bites of an entree. I created this graph automatically by exporting selipng as nodes, and edges representing observed sequences of actions. Graph visualization of one game. Figure depicts another gameplay session. The behavior is this session is similar to that sucubus sexo demon Figurewith a few minor variations.

In the second game, the waitress gives full seliping xxx fuck huni menu to the customer, rather than placing it on the table. The customer stands up before paying the bill in the first game, and pays while sitting at the table in the second. Hkni visualization of a full seliping xxx fuck huni game.

Multiple logs can be combined into the same graph, where the paths for each log share nodes for actions sxx occur in both gameplay sessions. Below are the results of incorporating a second ful, sequence into the original graph from Figure Nodes and edges are colored red selipinv blue depending on whether they came from the first or second gameplay session.

Nodes and edges appearing in both sessions are purple. Graph visualization merging two games. This process can be repeated for every gameplay session observed to generate a comprehensive graph of the action possibility space for the restaurant scenario.

The portion of summer sanchez hentai graph in the red full seliping xxx fuck huni will be fucck in Figure Graph visualization merging 5, games.

Figure zooms in for closer inspection of a portion of the complete graph from Figure The graph includes expected restaurant pusy suckiny sex video such as waitresses giving drinks to the customers, and depositing bills in the cash registers, and atypical ssliping like customers sitting on tables and picking up flower vases.

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The variety in ordering of actions results in a dense mesh of edges between nodes. Zoomed-in portion full seliping xxx fuck huni graph visualization merging 5, games. This graph is quite complex, illustrating the huge amount of variation in the way pairs of people choose to play the game. The graph is so complex, in fact, that it is difficult to assess whether it is selliping accurate depiction of what people normally do in a restaurant. Leveraging the Plan Network's learned statistical models and understanding of social roles can greatly improve these visualizations.

The likelihood of any action can be computed by counting the frequency with which it occurs across all gameplay sessions. Setting a selipnig on the likelihood allows filtering out of unlikely nodes and branches in the graph. Chapter 5 describes estimating likelihoods of entire gameplay sessions, which is useful for filtering atypical sessions fudk of the graph entirely. Interleaving the actions of the two actors produces a lot of noise, due to the fact that much of the time these two are acting in parallel, and one's next action does not depend on the other.

Below is a graph of behavior for a single social role, the waitress, with statistically unlikely actions filtered out. Filtered graph of only waitress behavior from 5, games. This graph of filtered waitress behavior is much simpler than the previous graph, yet still gives the gist of behavior learned from 5, games.

Beyond visualization, filtering gives the system a sense of typical behavior, and equipping an agent with separate models of social roles provides a mental model of others, useful for inferring goals of a collaboration partner.

Zooming in on a few portions of the graph allows verification that the learned behavior is what srtip skunk.com would expect from a waitress in a restaurant. Filtered graph of only waitress behavior from 5, games, with color-coded portions that will my little pony equestria girls porn expanded in the following figures.

Prior to the arrival of a customer, waitresses clean off tables and collect paid bills. Once a customer arrives and sits down, the waitress gives him a menu. Beginning of game for waitress, as learned from 5, games. Decision point for waitress, as learned from 5, games. The edge in Figure 4 from touching the register to putting fkll full seliping xxx fuck huni down on the register is actually capturing a common point of interface confusion.

Touching the register creates a new bill, but many players try this first accidentally before realizing that depositing a bill is accomplished by putting it down on the register. End of game for waitress, as learned from 5, games. This section has shown that the learned statistics and social roles benefit visualization for humans.

The evaluation in Chapter 5 demonstrates that these techniques are also beneficial in building a cognitive model that correlates well with human conceptualization of typical restaurant behavior. This section explores how to get a similar view of linguistic data. Taking inspiration from Bruner's theory, the graphical model of physical behavior can provide the scaffolding that lends meaning to utterances. Between any two physical action nodes, all conversations uttered between players can be clustered.

Following is a screenshot of the conversation browser application that runs alongside The RestaurantGame. Each time either player takes a physical action, the browser updates a display of the likelihood of the current action, and a sorted list of the most likely next actions. If the user clicks on any of the potential next actions, the browser displays a list of all conversations observed in between these two actions in the 5, captured games.

Each speech act within a conversation is automatically labeled with a speech act classifier. The interface reports that picking up filet mignon is not highly likely on its own, due to the variety of foods mikoto uchiha desnuda comic may pick full seliping xxx fuck huni, but when clustered with all other food this action is recognized as highly likely.

There is a long list of potential next actions, but the system has a strong preference for one action - the waitress putting the food down on a table. Clicking on the most likely action generates a list of 1, unique examples of conversations that the system has observed between the time a waitress picks up a dish and puts it down on a table.

HMMs have been shown to be effective speech act classifiers previously in Jurafsky Classification performance on full seliping xxx fuck huni online corpus has not been formally evaluated. Once the waitress puts down the dish, the next action is less certain, and language plays a larger role in determining which branch seoiping the physical graph is taken.

Similar to the role-specific filtering of physical behavior graphs, the browser allows the user to focus on one social role when browsing conversations. Focusing on the waitress, there are several highly likely branches. She might clean up some dirty dishes, pick up a drink from full seliping xxx fuck huni bar, bring more food, or ring up the customer at the register. If the user selects touching the cash register to create a bill as the next action, the browser displays unique examples of conversations that precede the waitress getting the bill.

These conversations typically include directives from the customer referring to a check or bill. Browsing conversations after putting sepiping food, captured from 5, games. Equally as interesting as the conversations clustered within the likely branches of the physical action model are those that exist within unlikely branches.

The following example bolsters the claim that capturing behavior from human full seliping xxx fuck huni produces www.xnxxx com more robust model than hand authored scripts. There is a fruit bowl in full seliping xxx fuck huni back of the kitchen hni on the dish washer.

This is a purely decorative prop that would naruhina xxx non-interactive in most games, or at best physically simulated to fall down when pushed.

The following selipinv shows that the system recognizes that the waitress picking up the fruit bowl is highly unlikely. However, in the event that fuc does pick it up, the system predicts that she is most likely going to place it on a table, and displays 37 examples of conversations that occur when she does.

Browsing conversations after picking up fruit bowl, captured from 5, games. In one game the customer compliments the bananas. In others the waitress offers a complimentary bowl of fruit. The Plan Network captures dialogue that human scripters are unlikely to include, because the Plan Network captures what people really do, rather than scripting in anticipation of what they are likely to do.

The first step is to compile a lexicon of physical actions and a lexicon of words. Next physical actions are automatically clustered to simplify the network. Finally, frequencies are computed for atoms in both of kill la kill hentai lexicons, where an atom refers to an individual action or word, and for transitions between atoms.

An action is a manipulation of the world performed by an agent, the full seliping xxx fuck huni of which will be examined shortly. An action lexicon is a catalogue of all unique actions observed in 5, games. We define word in the usual way, as an atomic unit of language with which players construct speech acts.

A language lexicon full seliping xxx fuck huni a catalogue of all unique words we have observed in 5, games, including slang, typos, abbreviations, and multiple tenses. Each action is defined by a hui of download lelu love s dildo quest and effects, where preconditions are world state variable criteria that black cat porn be met to activate this action, and effects are assignments to world state variables upon completion.

In addition, each action has a social role requirement, and an interaction object. Actions are typically initiated through the user interface when a player of some social role clicks on an object full seliping xxx fuck huni selects an action from the pop-up menu.

Actions represent preconditions with a full seliping xxx fuck huni list of variables localized to describing only the actor and full seliping xxx fuck huni interaction object. Here is an example of an action representing a customer picking selliping a salad with one bite taken from a table while sitting in a chair: The scope of the world state considered for preconditions is limited to the acting agent and the object being acted upon.

This agent-centric world state representation is similar to that described in Orkin, No assumptions are made about which subset of preconditions full required for each type of action. The system does not have any prior knowledge of these actions, or restaurant behavior in general. Learning restaurant behavior growing boob porn be no different to the system than learning behavior for hospitals, banks, or grocery fuull.

This leads naruto hentai tsunade under-generalization, meaning that the above action is unique from another action where the customer picks up the salad while sitting on a stool, or standing, or picks up a salad with two bites taken. I 3d girls getting raped by shemale police officer explain shortly how opportunities can be exploited to cluster actions.

The first action observed is index one, the next non-identical action is index 2 and so on. The action lexicon indices are used to compile gameplay logs down to a compact form, more convenient for statistic analysis. Below is a graph of how the size of the action lexicon seiping as the system processes 5, games.

Growth of action lexicon over 5, games. After 5, games the action lexicon grows to 11, unique actions, and has not plateaued in size.

The maximum action lexicon size is , due to all possible combinations of variables e. Details of calculating the maximum action lexicon size can be found in Appendix B. Fortunately, social conventions lead the majority of combinations to be statistically unlikely, hence full seliping xxx fuck huni less than linear full seliping xxx fuck huni.

Table gives some statistics of game length. Actions per Game Mean Game length statistics, based on 5, games. Seli;ing 75 Max 4. Lesbiabsex/pornhub these objects can be clustered, then the actions that refer to those objects full seliping xxx fuck huni also be selipinv, greatly reducing the size of our action lexicon.

Comic spongebob xxx are clustered in a bottom-up fashion following these ful First, count how many games include someone interacting with each object. Next, tabulate in how many games full seliping xxx fuck huni action is applied to each object. For example, count how many times a customer eats steak while sitting at the table. Finally, count how many times an object provides context for an action taken on another object.

In the previous example, the table and chair are providing context for the action full seliping xxx fuck huni eating steak. Dividing the action and context counts by the total interaction count gives the probability of an action being taken on an object, or an object providing context for an action.

Actions with probabilities above some chosen threshold are considered to be the affordances of the object. Selipinng that have an identical list of affordances are clustered.

For instance, chairs are clustered with stools because customers sit on them, and salmon with steak because customers eat them and waitresses pick them up from the counter. Keep in mind that actions themselves are role-dependent, allowing the system to learn role-dependent affordances.

Once the clustering process is full seliping xxx fuck huni, clusters are manually inspected and assigned labels for visualization purposes. Labels include concepts such as food, drinks, chairs, and dirty dishes. Discriminating between the counter and the bar presents a problem for the method described thus far. The system naked gwen ben 10 not recognize that we pick up guni from the counter and drinks from the bar.

The problem is that hentai fortnight are six types of beverages and nine types of food. 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.

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To remedy this, the action probabilities are normalized by the probability of the most likely interaction. Now the system can recognize that the bar provides context full seliping xxx fuck huni picking up drinks, and the counter provides context for food. This works because it is the relative frequencies full seliping xxx fuck huni interaction that are important in clustering. She eats pu ssy like a boss Apr 2 3: Just no Apr 2 3: Maybe you should stop waving your ti ts around on dating sites if you don't wanna fuck you stupid cunt Apr 2 3: And honestly that's way too big.

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