17 research outputs found

### Monte Carlo simulations and ODE solutions of the market shares for symmetric appeals.

<p>The Monte Carlo simulations involved 10<sup>4</sup> realizations of the system for nine different set of parameters (grey lines). In all cases we used <i>q</i><sub>1</sub> = 1, the appeal used for both products were the same (<i>A</i><sub>1</sub> = <i>A</i><sub>2</sub>) and both products start with zero purchases, <i>d</i><sub>1</sub>(<i>t</i> = 0) = <i>d</i><sub>2</sub>(<i>t</i> = 0) = 0. Although the Monte Carlo simulations produce discrete dots in the (<i>d<sub>T</sub></i>, <i>MS</i><sub>2</sub>) space, we plot each simulation with straight lines that link consecutive dots to follow trajectories easily.</p

### The Quality <i>q</i><sub><i>i</i></sub> (gray) and Appeal <i>A</i><sub><i>i</i></sub> (red and blue) of song <i>i</i> in the two settings.

<p>The settings only differ in the appeal of songs, and not in the quality of songs. In the first setting, the quality and the appeal for the songs were chosen independently according to a Gaussian distribution normalized to fit between 0 and 1. The second setting explores an extreme case where the appeal is negatively correlated with the quality used in setting 1. In this second setting, the appeal and quality of each song sum to 1.</p

### Average Squared Difference of Inferred Quality over Time for Different Rankings.

<p>The figure reports the average squared difference </p><p></p><p></p><p></p><p><mo>âˆ‘</mo></p><p><mi>i</mi><mo>=</mo><mn>1</mn></p><mi>n</mi><p></p><p></p><p></p><p></p><p></p><p><mo stretchy="false">(</mo></p><p></p><p><mi>q</mi><mo>^</mo></p><p><mi>i</mi><mo>,</mo><mi>k</mi></p><p></p><mo>âˆ’</mo><p><mi>q</mi></p><p><mi>i</mi><mo>,</mo><mi>k</mi></p><p></p><mo stretchy="false">)</mo><p></p><mn>2</mn><p></p><p></p><mi>n</mi><p></p><p></p><p></p><p></p><p></p> between the song quality and their predictions for the various ranking policies under the social influence and the independent conditions.<p></p

### The Distribution of Downloads Versus the True Song Qualities (First Setting).

<p>The songs on the x-axis are ranked by increasing quality from left to right. Each dot is the number of downloads of a song in an experiment. Note that the y-axis is in log scale.</p

### The Inequality of Success for the Rankings.

<p>The success of song <i>i</i> is defined as the market share <i>m</i><sub><i>i</i></sub> for that song, i.e., </p><p></p><p></p><p><mi>m</mi></p><p><mi>i</mi><mo>,</mo><mi>k</mi></p><p></p><mo>=</mo><p><mi>D</mi></p><p><mi>i</mi><mo>,</mo><mi>k</mi></p><p></p><mo>/</mo><p><mo>âˆ‘</mo></p><p><mi>j</mi><mo>=</mo><mn>1</mn></p><mi>n</mi><p></p><p><mi>D</mi></p><p><mi>j</mi><mo>,</mo><mi>k</mi></p><p></p><p></p><p></p> for a given world <i>k</i>. The success inequality is defined by the Gini coefficient <p></p><p><mi>G</mi><mo>=</mo></p><p><mo>âˆ‘</mo></p><p><mi>i</mi><mo>=</mo><mn>1</mn></p><mi>n</mi><p></p><p><mo>âˆ‘</mo></p><p><mi>j</mi><mo>=</mo><mn>1</mn></p><mi>n</mi><p></p><mo stretchy="false">âˆ£</mo><p><mi>m</mi></p><p><mi>i</mi><mo>,</mo><mi>k</mi></p><p></p><mo>âˆ’</mo><p><mi>m</mi></p><p><mi>j</mi><mo>,</mo><mi>k</mi></p><p></p><mo stretchy="false">âˆ£</mo><mo>/</mo><mn>2</mn><mi>n</mi><p><mo>âˆ‘</mo></p><p><mi>j</mi><mo>=</mo><mn>1</mn></p><mi>n</mi><p></p><p><mi>m</mi></p><p><mi>j</mi><mo>,</mo><mi>k</mi></p><p></p><p></p><p></p>, which represents the average difference of market share for all songs. The figure depicts a boxplot with whiskers from minimum to maximum. The results for the first setting are in black, while the results for the second setting are in red and dashed line.<p></p

### Monte Carlo simulations and ODE solutions of the market shares for symmetric appeals.

<p>The Monte Carlo simulations involved 10<sup>4</sup> realizations of the system for nine different set of parameters (grey lines). In all cases we used <i>q</i><sub>1</sub> = 1, the appeal used for both products were the same (<i>A</i><sub>1</sub> = <i>A</i><sub>2</sub>) and both products start with zero purchases, <i>d</i><sub>1</sub>(<i>t</i> = 0) = <i>d</i><sub>2</sub>(<i>t</i> = 0) = 0. Although the Monte Carlo simulations produce discrete dots in the (<i>d<sub>T</sub></i>, <i>MS</i><sub>2</sub>) space, we plot each simulation with straight lines that link consecutive dots to follow trajectories easily.</p

### The Unpredictability of the Rankings for the Unpredictability Measure of [8].

<p>The measure of unpredictability <i>u</i><sub><i>i</i></sub> for song <i>i</i> is defined as the average difference in market share <i>m</i><sub><i>i</i></sub> for that song between all pairs of realizations, i.e., </p><p></p><p></p><p><mi>u</mi><mi>i</mi></p><mo>=</mo><p><mo>âˆ‘</mo></p><p><mi>j</mi><mo>=</mo><mn>1</mn></p><mi>W</mi><p></p><p><mo>âˆ‘</mo></p><p><mi>k</mi><mo>=</mo><mi>j</mi><mo>+</mo><mn>1</mn></p><mi>W</mi><p></p><mo stretchy="false">âˆ£</mo><p><mi>m</mi></p><p><mi>i</mi><mo>,</mo><mi>j</mi></p><p></p><mo>âˆ’</mo><p><mi>m</mi></p><p><mi>i</mi><mo>,</mo><mi>k</mi></p><p></p><mo stretchy="false">âˆ£</mo><mo>/</mo><p></p><p><mi>W</mi><mn>2</mn></p><p></p><p></p><p></p>, where <i>m</i><sub><i>i</i>,<i>j</i></sub> is the market share of song <i>i</i> in world <i>j</i>. The overall unpredictability measure is the average of this measure over all <i>n</i> songs, i.e., <p></p><p><mi>U</mi><mo>=</mo></p><p><mo>âˆ‘</mo></p><p><mi>j</mi><mo>=</mo><mn>1</mn></p><mi>n</mi><p></p><p><mi>u</mi><mi>i</mi></p><mo>/</mo><mi>n</mi><mo>.</mo><p></p><p></p>. The left bar depicts the results for the first setting, while the right bar depicts the results for the second setting.<p></p

### The Number of Downloads over Time for the Various Rankings.

<p>The x-axis represents the number of song samplings and the y-axis represents the average number of downloads over all experiments. The left figure depicts the results for the First Setting and the right figure for the second setting. On the upper left corner, the bar plot depicts the average number of downloads per sample for all rankings.</p

### Market share of product 2 (<i>MS</i><sub>2</sub>) as a function of <i>Q</i><sub>2</sub> and <i>A</i><sub>2</sub>, for different values of <i>A</i><sub>1</sub> and , assuming <i>q</i><sub>1</sub> = 1.

<p>Market share of product 2 (<i>MS</i><sub>2</sub>) as a function of <i>Q</i><sub>2</sub> and <i>A</i><sub>2</sub>, for different values of <i>A</i><sub>1</sub> and , assuming <i>q</i><sub>1</sub> = 1.</p

### The visibility <i>V</i><sub><i>p</i></sub> (y-axis) of position <i>p</i> in the playlist (x-axis) where <i>p</i> = 1 is the top position and <i>p</i> = 50 is the bottom position of the playlist which is displayed in a single column.

<p>The visibility <i>V</i><sub><i>p</i></sub> (y-axis) of position <i>p</i> in the playlist (x-axis) where <i>p</i> = 1 is the top position and <i>p</i> = 50 is the bottom position of the playlist which is displayed in a single column.</p