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- 1. Getting to “So what?” Dalila Benachenhou d_b@femvestor.com Source here
- 2. Power Grid: Cluster Coefficient = 0.10 Average diameter = 19 Exponential Power Law cutoffs Not Scale-fee PGP Network: Cluster Coefficient = 0.38 Average diameter = 7.5 Scale-Free Network butter cheeseflourmacaronimilkcream leek mushroommustardwineworcestershire saucebeefhalf- and- halfmacaroni and cheese mixmargarine onion soup tomato breadcrumbmayonnaiseeggpaprikapastavinegarwhite peppercayennecheese saucechipotlegarlic stock hot sauce spinach bell pepperchili pepperchili powdercuminsauceturkeybeanseasoningcrackerbroccolipepper flakesliquid smokeoil sugar chicken nutmeg parsley scallionsausagetobasco saucepotatobasil celery tarragon vinegar baconbrothketchupbaykalecorianderthymedressinglemon oregano shrimp yogurt bread squash bouillonnoodlehot peppercerealcoloringcornpeafennelporkcheessage ham spread salsa welsh rarebit tarragongreen bean s alfredo sauce crabsaffron olive hot doggreen capsicumtunachipcarrotscauliflowerzucchiniseasonedcrusttomato and chili pepperlemon pepperchivedressing mix asparagus beershallotessence cilantro cloves barbecue saucebuttermilk turmeric applemaple syruppumpkin sprayjuicerosemarysoybeanspimiento nutnutritional yeast herb bocconcinipaste dip lettuce chuck mixed adobo sauce jalapeno salad dressinglimered pepperhorseradishbeanscinnamon chili spinashsalad cheese- flavored granules mace gherkin manwich sloppy joe mixtruffleanise lobster soymilk honey tomatillocajun seasoningcorn flakecheese dipsun- tomato packed in oil steak sauce taco sauce cucumber allspicebay seasoningbaking powdergravycurry puree kohlrabi cookie tofu almond milkcreamer cantaloupe dillginger mexican cheese saucepineapple artichokebaking soda green baked goods swiss chard stuffingyeastvermouth cream of tartar sriracha saucecheese powdermeat citric acid New Member: Cluster Coefficient = 0.44 Average diameter = 1.8 Scale-Free Network Dalila Benachenhou d_b@femvestor.com
- 3. bacon allspice baked goods bay barbecue sauce basil bean beans apple adobo sauce almond milk anisebeefbell pepper alfredo sauce beer asparagus bay seasoning bouillon bread breadcrumb broccoli baking powder bocconcini broth butter carrots buttermilk cantaloupe cauliflower cajun seasoning cayenne artichoke baking soda celery cereal chees cheese cheese dip chicken chili pepperchili powder cheese sauce chipotle chip cilantro chive chuck cinnamoncoriander cheese-flavored granules corn cloves cookie corn flake cracker egg flour macaroni macaroni and cheese mix milkonion cream coloring cream of tartar cumin dill dressing citric acid crab creamer curry dip essence fennelcucumber garlic gravy green bean half-and-half ham honey chili hot pepper hot dog herb hot sauce cheese powder dressing mix gherkin ginger green green capsicum jalapeno juice ketchup leek lemon lemon pepper lime liquid smoke lobster crust kale lettuce maple syrup margarine horseradish manwich sloppy joe mix mayonnaise meat mushroom mustard mace nut kohlrabi nutmegoil mexican cheese sauce olive nutritional yeast oregano paprika parsley pasta pea pepper flakes pimiento pork pumpkin rosemary red pepper sage salsa paste potato salad dressing sauce salad sausage seasoning scallion shallot shrimp spray spinach soup squash tarragon steak sauce sugarthyme spinash stock taco sauce tobasco sauce tomato mixed tarragon vinegar vinegar sun-tomato packed in oil swiss chard turkey white pepper wine vermouth tomato and chili pepper noodle pineapple puree saffron seasoned soybeans soymilk spread sriracha sauce stuffing tofu tomatillo truffle tuna turmeric welsh rarebit worcestershire sauce yeast yogurt zucchini bacon allspice baked goods bay barbecue sauce basil bean beans apple adobo sauce almond milk anise beef bell pepper alfredo sauce beer asparagus bay seasoning bouillon breadbreadcrumb broccoli baking powder bocconcini broth butter carrots buttermilk cantaloupe cauliflower cajun seasoning cayenne artichokebaking soda celery cereal chees cheese cheese dip chicken chili pepper chili powder cheese sauce chipotle chip cilantro chive chuck cinnamon coriander cheese-flavored granules corn cloves cookie corn flake cracker egg flourmacaroni macaroni and cheese mix milk onion cream coloring cream of tartar cumin dill dressing citric acid crab creamer curry dip essence fennel cucumber garlic gravy green bean half-and-half hamhoney chili hot pepper hot dog herb hot sauce cheese powder dressing mix gherkin ginger green green capsicum jalapeno juice ketchup leek lemon lemon pepper lime liquid smoke lobster crust kalelettuce maple syrup margarine horseradish manwich sloppy joe mix mayonnaise meat mushroom mustard mace nut kohlrabi nutmeg oil mexican cheese sauce olive nutritional yeast oregano paprika parsleypasta pea pepper flakes pimiento pork pumpkin rosemary red pepper sage salsa paste potatosalad dressing sauce salad sausage seasoning scallion shallot shrimp spray spinach soup squash tarragon steak sauce sugar thyme spinashstock taco sauce tobasco sauce tomato mixed tarragon vinegar vinegar sun-tomato packed in oil swiss chard turkey white pepper wine vermouth tomato and chili pepper noodle pineapple puree saffron seasoned soybeans soymilk spread sriracha sauce stuffing tofu tomatillo truffle tuna turmeric welsh rarebit worcestershire sauce yeast yogurt zucchini Louvain PartitioningHigh Dimensional Embedding Graph Layout Communities in Mac N’Cheese Kamada kawai Dalila Benachenhou d_b@femvestor.com Network vizualization is valuable
- 4. Random MAC Watts Strogatz(188,0.1,23) 0.18 0.44 0.56 Global Clustering Coefficient CDF of Vertex Degree Vs. ParetoDistribution[238.13, 2.11, 1.69, 1.52] Vertex Degrees 0 200 400 600 800 Number of Edges Adjacency Matrix m Graph distance = 1.8 diameter = 3 200 400 600 800 0.4 0.5 0.6 0.7 0.8 0.9 2 5 10 20 50 100 200 406080100120140160 Log Vertex Degree LogAverageNeighborDegree Dalila Benachenhou d_b@femvestor.com Network Properties of Mac n Cheese Text mining, network viz, network statistics, small worlds…cool and lots of work!!!
- 5. So What? • Understand the design of exploration – HUnt, Gather, EAT • Mac n Cheese network must make sense in applications: – Advertising & search – Menu consulting – Chipotle of Mac n Cheese – menu and restaurant design Source: NY Times
Editor's Notes
- Scale-free network = a network whose degree distribution follows power law Albert-Laszlo Barabassi, from Notre Date mapped a portion of WWW=> hubs Diameter of small scale network ~ Ln Ln N (number of nodes), it might be almost constant. Y(x=k) appr e-k/K * K-gamma PGP over 10,000 vertices (nodes) and 25,000 edges The graph of the largest component of the network of users of the \Pretty-Good-Privacy algorithm for secure information interchange. Power Grid: 4,941 vertices and 6594 Edges "An undirected, unweighted network representing the topology of the \Western States Power Grid of the United States. "
- {{"cream", "mushroom", "wine", "worcestershire sauce", "half-and-half", "macaroni and cheese mix", "soup", "tomato", "mayonnaise", "egg", "paprika", "pasta", "vinegar", "white pepper", "cayenne", "stock", "hot sauce", "spinach", "cracker", "broccoli", "pepper flakes", "oil", "sugar", "chicken", "nutmeg", "parsley", "sausage", "tobasco sauce", "basil", "celery", "bacon", "bay", "thyme", "dressing", "lemon", "oregano", "shrimp", "yogurt", "bread", "squash", "hot pepper", "corn", "pea", "fennel", "pork", "sage", "ham", "crab", "saffron", "olive", "hot dog", "carrots", "cauliflower", "crust", "chive", "asparagus", "shallot", "spray", "rosemary", "pimiento", "nut", "herb", "chili", "spinash", "lobster", "soymilk", "cajun seasoning", "corn flake", "cucumber", "kohlrabi"}, Red {"butter", "cheese", "macaroni", "milk", "leek", "mustard", "margarine", "breadcrumb", "liquid smoke", "potato", "tarragon vinegar", "bouillon", "noodle", "cereal", "coloring", "chees", "spread", "welsh rarebit", "tarragon", "green bean", "green capsicum", "tuna", "seasoned", "lemon pepper", "dressing mix", "cloves", "buttermilk", "turmeric", "apple", "maple syrup", "pumpkin", "juice", "soybeans", "nutritional yeast", "bocconcini", "dip", "mixed", "jalapeno", "salad dressing", "red pepper", "horseradish", "cheese-flavored granules", "mace", "gherkin", "manwich sloppy joe mix", "truffle", "sun-tomato packed in oil", "allspice", "bay seasoning", "baking powder", "gravy", "curry", "puree", "cookie", "tofu", "creamer", "dill", "ginger", "baking soda", "green", "swiss chard", "stuffing", "vermouth", "cream of tartar", "sriracha sauce", "cheese powder", "meat", "citric acid"}, Green {"flour", "beef", "onion", "cheese sauce", "chipotle", "garlic", "bell pepper", "chili pepper", "chili powder", "cumin", "sauce", "turkey", "bean", "seasoning", "scallion", "broth", "ketchup", "kale", "coriander", "salsa", "alfredo sauce", "chip", "zucchini", "tomato and chili pepper", "beer", "essence", "cilantro", "barbecue sauce", "paste", "lettuce", "chuck", "adobo sauce", "lime", "beans", "cinnamon", "salad", "anise", "honey", "tomatillo", "cheese dip", "steak sauce", "taco sauce", "almond milk", "cantaloupe", "mexican cheese sauce", "pineapple", "artichoke", "baked goods", "yeast"}}Purple